{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Aml7ksJPtCmf"
   },
   "source": [
    "# Controlling Burgers' Equation with Reinforcement Learning\n",
    "\n",
    "In the following, we will target inverse problems with Burgers equation as a testbed for reinforcement learning (RL). The setup is similar to the inverse problems previously targeted with differentiable physics (DP) training (cf. {doc}`diffphys-code-control`), and hence we'll also directly compare to these approaches below. Similar to before, Burgers equation is simple but non-linear with interesting dynamics, and hence a good starting point for RL experiments. In the following, the goal is to train a control force estimator network that should predict the forces needed to generate smooth transitions between two given states. \n",
    "[[run in colab]](https://colab.research.google.com/github/tum-pbs/pbdl-book/blob/main/reinflearn-code.ipynb)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "B87Sa-fMYcOx"
   },
   "source": [
    "\n",
    "## Overview\n",
    "\n",
    "Reinforcement learning describes an agent perceiving an environment and taking actions inside it. It aims at maximizing an accumulated sum of rewards, which it receives for those actions by the environment. Thus, the agent learns empirically which actions to take in different situations. _Proximal policy optimization_ [(PPO)](https://arxiv.org/abs/1707.06347v2) is a widely used reinforcement learning algorithm describing two neural networks: a policy NN selecting actions for given observations and a value estimator network rating the reward potential of those states. These value estimates form the loss of the policy network, given by the change in reward potential by the chosen action.\n",
    "\n",
    "This notebook illustrates how PPO reinforcement learning can be applied to the described control problem of Burgers' equation. In comparison to the DP approach, the RL method does not have access to a differentiable physics solver, it is _model-free_. \n",
    "\n",
    "However, the goal of the value estimator NN is to compensate for this lack of a solver, as it tries to capture the long term effect of individual actions. Thus, an interesting question the following code example should answer is: can the model-free PPO reinforcement learning match the performance of the model-based DP training. We will compare this in terms of learning speed and the amount of required forces.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AHETNWlVtyWr"
   },
   "source": [
    "## Software installation\n",
    "\n",
    "This example uses the reinforcement learning framework [stable_baselines3](https://github.com/DLR-RM/stable-baselines3) with [PPO](https://arxiv.org/abs/1707.06347v2) as reinforcement learning algorithm.\n",
    "For the physical simulation, version 1.5.1 of the differentiable PDE solver [\u03a6<sub>Flow</sub>](https://github.com/tum-pbs/PhiFlow) is used. \n",
    "\n",
    "After the RL training is completed, we'll additionally compare it to a differentiable physics approach using a \"control force estimator\" (CFE) network from {doc}`diffphys-code-control` (as introduced by {cite}`holl2019pdecontrol`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "2EDqLS_xz9B8"
   },
   "outputs": [],
   "source": [
    "!pip install stable-baselines3==1.1 phiflow==1.5.1\n",
    "!git clone https://github.com/Sh0cktr4p/PDE-Control-RL.git\n",
    "!git clone https://github.com/holl-/PDE-Control.git"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "A9t4odMH6pl1"
   },
   "source": [
    "Now we can import the necessary modules. Due to the scope of this example, there are quite a few modules to load."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "UI1_mMnNQXrN",
    "outputId": "73046435-964d-4d69-adae-ec7e519ede10"
   },
   "outputs": [],
   "source": [
    "import sys; sys.path.append('PDE-Control/src'); sys.path.append('PDE-Control-RL/src')\n",
    "import time, csv, os, shutil\n",
    "from tensorboard.backend.event_processing.event_accumulator import EventAccumulator\n",
    "from phi.flow import *\n",
    "import burgers_plots as bplt\n",
    "import matplotlib.pyplot as plt\n",
    "from envs.burgers_util import GaussianClash, GaussianForce"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mCUbc-sovPME"
   },
   "source": [
    "## Data generation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wSELidjsvRyd"
   },
   "source": [
    "First we generate a dataset which we will use to train the differentiable physics model on. We'll also use it to evaluate the performance of both approaches during and after training. The code below simulates 1000 cases (i.e. phiflow \"scenes\"), and keeps 100 of them as validation and test cases, respectively. The remaining 800 are used for training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "lUENHywEUVsu"
   },
   "outputs": [],
   "source": [
    "DOMAIN = Domain([32], box=box[0:1])     # Size and shape of the fields\n",
    "VISCOSITY = 0.003\n",
    "STEP_COUNT = 32                         # Trajectory length\n",
    "DT = 0.03\n",
    "DIFFUSION_SUBSTEPS = 1\n",
    "\n",
    "DATA_PATH = 'forced-burgers-clash'\n",
    "SCENE_COUNT = 1000\n",
    "BATCH_SIZE = 100\n",
    "\n",
    "TRAIN_RANGE = range(200, 1000)\n",
    "VAL_RANGE = range(100, 200)\n",
    "TEST_RANGE = range(0, 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "vEMdDJjAUeUv",
    "outputId": "bf634970-0b1d-4202-ef7b-6b6043af3f84"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "forced-burgers-clash/sim_000000\n",
      "forced-burgers-clash/sim_000100\n",
      "forced-burgers-clash/sim_000200\n",
      "forced-burgers-clash/sim_000300\n",
      "forced-burgers-clash/sim_000400\n",
      "forced-burgers-clash/sim_000500\n",
      "forced-burgers-clash/sim_000600\n",
      "forced-burgers-clash/sim_000700\n",
      "forced-burgers-clash/sim_000800\n",
      "forced-burgers-clash/sim_000900\n"
     ]
    }
   ],
   "source": [
    "for batch_index in range(SCENE_COUNT // BATCH_SIZE):\n",
    "    scene = Scene.create(DATA_PATH, count=BATCH_SIZE)\n",
    "    print(scene)\n",
    "    world = World()\n",
    "    u0 = BurgersVelocity(\n",
    "        DOMAIN, \n",
    "        velocity=GaussianClash(BATCH_SIZE), \n",
    "        viscosity=VISCOSITY, \n",
    "        batch_size=BATCH_SIZE, \n",
    "        name='burgers'\n",
    "    )\n",
    "    u = world.add(u0, physics=Burgers(diffusion_substeps=DIFFUSION_SUBSTEPS))\n",
    "    force = world.add(FieldEffect(GaussianForce(BATCH_SIZE), ['velocity']))\n",
    "    scene.write(world.state, frame=0)\n",
    "    for frame in range(1, STEP_COUNT + 1):\n",
    "        world.step(dt=DT)\n",
    "        scene.write(world.state, frame=frame)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "plZUZD_av3YH"
   },
   "source": [
    "## Training via reinforcement learning\n",
    "\n",
    "Next we set up the RL environment. The PPO approach uses a dedicated value estimator network (the \"critic\") to predict the sum of rewards generated from a certain state. These predicted rewards are then used to update a policy network (the \"actor\") which, analogously to the CFE network of {doc}`diffphys-code-control`, predicts the forces to control the simulation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "Agc9EVUeUoY9"
   },
   "outputs": [],
   "source": [
    "from experiment import BurgersTraining\n",
    "\n",
    "N_ENVS = 10                         # On how many environments to train in parallel, load balancing\n",
    "FINAL_REWARD_FACTOR = STEP_COUNT    # Penalty for not reaching the goal state\n",
    "STEPS_PER_ROLLOUT = STEP_COUNT * 10 # How many steps to collect per environment between agent updates\n",
    "N_EPOCHS = 10                       # How many epochs to perform during each agent update\n",
    "RL_LEARNING_RATE = 1e-4             # Learning rate for agent updates\n",
    "RL_BATCH_SIZE = 128                 # Batch size for agent updates\n",
    "RL_ROLLOUTS = 500                  # Number of iterations for RL training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "U4FKqSjwv9jR"
   },
   "source": [
    "To start training, we create a trainer object which manages the environment and the agent internally. Additionally, a directory for storing models, logs, and hyperparameters is created. This way, training can be continued at any later point using the same configuration. If the model folder specified in `exp_name` already exists, the agent within is loaded; otherwise, a new agent is created. For the PPO reinforcement learning algorithm, the implementation of `stable_baselines3` is used. The trainer class acts as a wrapper for this system. Under the hood, an instance of a `BurgersEnv` gym environment is created, which is loaded into the PPO algorithm. It generates random initial states, precomputes corresponding ground truth simulations and handles the system evolution influenced by the agent's actions. Furthermore, the trainer regularly evaluates the performance on the validation set by loading a different environment that uses the initial and target states of the validation set.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vX0BsYq5ZVad"
   },
   "source": [
    "### Gym environment \n",
    "\n",
    "The gym environment specification provides an interface leveraging the interaction with the agent. Environments implementing it must specify observation and action spaces, which represent the in- and output spaces of the agent. Further, they have to define a set of methods, the most important ones being `reset`, `step`, and `render`. \n",
    "\n",
    "* `reset` is called after a trajectory has ended, to revert the environment to an initial state, and returns the corresponding observation. \n",
    "* `step` takes an action given by the agent and iterates the environment to the next state. It returns the resulting observation, the received reward, a flag determining whether a terminal state has been reached and a dictionary for debugging and logging information. \n",
    "* `render` is called to display the current environment state in a way the creator of the environment specifies. This function can be used to inspect the training results.\n",
    "\n",
    "`stable-baselines3` expands on the default gym environment by providing an interface for vectorized environments. This makes it possible to compute the forward pass for multiple trajectories simultaneously which can in turn increase time efficiency because of better resource utilization. In practice, this means that the methods now work on vectors of observations, actions, rewards, terminal state flags and info dictionaries. The step method is split into `step_async` and `step_wait`, making it possible to run individual instances of the environment on different threads.\n",
    "\n",
    "### Physics simulation \n",
    "\n",
    "The environment for Burgers' equation contains a `Burgers` physics object provided by `phiflow`. The states are internally stored as `BurgersVelocity` objects. To create the initial states, the environment generates batches of random fields in the same fashion as in the data set generation process shown above. The observation space consists of the velocity fields of the current and target states stacked in the channel dimension with another channel specifying the current time step. Actions are taken in the form of a one dimensional array covering every velocity value. The `step` method calls the physics object to advance the internal state by one time step, also applying the actions as a `FieldEffect`.\n",
    "\n",
    "The rewards encompass a penalty equal to the square norm of the generated forces at every time step. Additionally, the $L^2$ distance to the target field, scaled by a predefined factor (`FINAL_REWARD_FACTOR`) is subtracted at the end of each trajectory. The rewards are then normalized with a running estimate for the reward mean and standard deviation.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1fjV4HOSGGim"
   },
   "source": [
    "### Neural network setup\n",
    "\n",
    "We use two different neural network architectures for the actor and critic respectively. The former uses the U-Net variant from {cite}`holl2019pdecontrol`, while the latter consists of a series of 1D convolutional and pooling layers reducing the feature map size to one. The final operation is a convolution with kernel size one to combine the feature maps and retain one output value. The `CustomActorCriticPolicy` class then makes it possible to use these two separate network architectures for the reinforcement learning agent.\n",
    "\n",
    "By default, an agent is stored at `PDE-Control-RL/networks/rl-models/bench`, and loaded if it exists. (If necessary, replace the `path` below with a new one to start with a new model.) As the training takes quite long, we're starting with a pre-trained agent here. It is already trained for 3500 iterations, and hence we're only doing a \"fine-tuning\" below with another `RL_ROLLOUTS=500` iterations. These typically take around 2 hours, and hence the total training time of almost 18 hours would be too long for interactive tests. (However, the code provided here contains everything to train a model from scratch if you have the resources.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "FjB_0vNKVCxe",
    "outputId": "31a11968-97d5-4acc-bde9-57d209c41174"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensorboard log path: PDE-Control-RL/networks/rl-models/bench/tensorboard-log\n",
      "Loading existing agent from PDE-Control-RL/networks/rl-models/bench/agent.zip\n"
     ]
    }
   ],
   "source": [
    "rl_trainer = BurgersTraining(\n",
    "    path='PDE-Control-RL/networks/rl-models/bench', # Replace path to train a new model\n",
    "    domain=DOMAIN,\n",
    "    viscosity=VISCOSITY,\n",
    "    step_count=STEP_COUNT,\n",
    "    dt=DT,\n",
    "    diffusion_substeps=DIFFUSION_SUBSTEPS,\n",
    "    n_envs=N_ENVS,\n",
    "    final_reward_factor=FINAL_REWARD_FACTOR,\n",
    "    steps_per_rollout=STEPS_PER_ROLLOUT,\n",
    "    n_epochs=N_EPOCHS,\n",
    "    learning_rate=RL_LEARNING_RATE,\n",
    "    batch_size=RL_BATCH_SIZE,\n",
    "    data_path=DATA_PATH,\n",
    "    val_range=VAL_RANGE,\n",
    "    test_range=TEST_RANGE,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "skE_zAdGwkM2"
   },
   "source": [
    "The following cell is optional but very useful for debugging: it opens _tensorboard_ inside the notebook to display the progress of the training. If a new model was created at a different location, please change the path accordingly. When resuming the learning process of a pre-trained agent, the new run is shown separately in tensorboard (enable reload via the cogwheel button).\n",
    "\n",
    "The graph titled \"forces\" shows how the overall amount of forces generated by the network evolves during training. \"rew_unnormalized\" shows the reward values without the normalization step described above. The corresponding values with normalization are shown under \"rollout/ep_rew_mean\". \"val_set_forces\" outlines the performance of the agent on the validation set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ARgXZocR_stV"
   },
   "outputs": [],
   "source": [
    "%load_ext tensorboard\n",
    "%tensorboard --logdir PDE-Control-RL/networks/rl-models/bench/tensorboard-log"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nY5uq750wzsK"
   },
   "source": [
    "Now we are set up to start training the agent. The RL approach requires many iterations to explore the environment. Hence, the next cell typically takes multiple hours to execute (around 2h for 500 rollouts)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "laqpvrc7VxcW",
    "outputId": "937e7a7f-ab45-42fa-802e-461a81463cc4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Storing agent and hyperparameters to disk...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Storing agent and hyperparameters to disk...\n",
      "Storing agent and hyperparameters to disk...\n",
      "Storing agent and hyperparameters to disk...\n",
      "Storing agent and hyperparameters to disk...\n",
      "Storing agent and hyperparameters to disk...\n",
      "Storing agent and hyperparameters to disk...\n",
      "Storing agent and hyperparameters to disk...\n",
      "Storing agent and hyperparameters to disk...\n",
      "Storing agent and hyperparameters to disk...\n",
      "Storing agent and hyperparameters to disk...\n",
      "Storing agent and hyperparameters to disk...\n"
     ]
    }
   ],
   "source": [
    "rl_trainer.train(n_rollouts=RL_ROLLOUTS, save_freq=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7WlqEvsOL7Rt"
   },
   "source": [
    "## RL evaluation\n",
    "\n",
    "Now that we have a trained model, let's take a look at the results. The leftmost plot shows the results of the reinforcement learning agent. As reference, next to it are shown the ground truth, i.e. the trajectory the agent should reconstruct, and the uncontrolled simulation where the system follows its natural evolution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 545
    },
    "id": "Y05aa5BjMVFZ",
    "outputId": "00a91082-04c5-48ab-f7be-4debf0f5586a"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1360.8x691.2 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "TEST_SAMPLE = 0    # Change this to display a reconstruction of another scene\n",
    "rl_frames, gt_frames, unc_frames = rl_trainer.infer_test_set_frames()\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(18.9, 9.6))\n",
    "axs[0].set_title(\"Reinforcement Learning\"); axs[1].set_title(\"Ground Truth\"); axs[2].set_title(\"Uncontrolled\")\n",
    "for plot in axs:\n",
    "    plot.set_ylim(-2, 2); plot.set_xlabel('x'); plot.set_ylabel('u(x)')\n",
    "\n",
    "for frame in range(0, STEP_COUNT + 1):\n",
    "    frame_color = bplt.gradient_color(frame, STEP_COUNT+1);\n",
    "    axs[0].plot(rl_frames[frame][TEST_SAMPLE,:], color=frame_color, linewidth=0.8)\n",
    "    axs[1].plot(gt_frames[frame][TEST_SAMPLE,:], color=frame_color, linewidth=0.8)\n",
    "    axs[2].plot(unc_frames[frame][TEST_SAMPLE,:], color=frame_color, linewidth=0.8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "guKuBtm4xt-U"
   },
   "source": [
    "As we can see, a trained reinforcement learning agent is able to reconstruct the trajectories fairly well. However, they still appear noticeably less smooth than the ground truth."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2E_sFqgo2SiU"
   },
   "source": [
    "## Differentiable physics training\n",
    "\n",
    "To classify the results of the reinforcement learning method, we now compare them to an approach using differentiable physics training. In contrast to the full approach from {doc}`diffphys-code-control` which includes a second _OP_ network, we aim for a direct control here. The OP network represents a separate \"physics-predictor\", which is omitted here for fairness when comparing with the RL version.\n",
    "\n",
    "The DP approach has access to the gradient data provided by the differentiable solver, making it possible to trace the loss over multiple time steps and enabling the model to comprehend long term effects of generated forces better. The reinforcement learning algorithm, on the other hand, is not limited by training set size like the DP algorithm, as new training samples are generated on policy. However, this also introduces additional simulation overhead during training, which can increase the time needed for convergence. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "U2hqdeJb2GLJ",
    "outputId": "f2540cb8-aaec-401b-c954-49c2e2324f7a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Could not load resample cuda libraries: CUDA binaries not found at /usr/local/lib/python3.7/dist-packages/phi/tf/cuda/build/resample.so. Run \"python setup.py cuda\" to compile them\n"
     ]
    }
   ],
   "source": [
    "from control.pde.burgers import BurgersPDE\n",
    "from control.control_training import ControlTraining\n",
    "from control.sequences import StaggeredSequence"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "PLcFuRBz0-Yf"
   },
   "source": [
    "The cell below sets up a model for training or to load an existing model checkpoint.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "5s6-hSZp5CGb",
    "outputId": "e4051cf9-c3c9-49bc-e1aa-8969b771c54b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "App created. Scene directory is /root/phi/model/control-training/sim_000000 (INFO), 2021-08-04 10:11:58,466n\n",
      "\n",
      "Sequence class: <class 'control.sequences.StaggeredSequence'> (INFO), 2021-08-04 10:12:01,449n\n",
      "\n",
      "Partition length 32 sequence (from 0 to 32) at frame 16\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Partition length 16 sequence (from 0 to 16) at frame 8\n",
      "Partition length 8 sequence (from 0 to 8) at frame 4\n",
      "Partition length 4 sequence (from 0 to 4) at frame 2\n",
      "Partition length 2 sequence (from 0 to 2) at frame 1\n",
      "Execute -> 1\n",
      "Execute -> 2\n",
      "Partition length 2 sequence (from 2 to 4) at frame 3\n",
      "Execute -> 3\n",
      "Execute -> 4\n",
      "Partition length 4 sequence (from 4 to 8) at frame 6\n",
      "Partition length 2 sequence (from 4 to 6) at frame 5\n",
      "Execute -> 5\n",
      "Execute -> 6\n",
      "Partition length 2 sequence (from 6 to 8) at frame 7\n",
      "Execute -> 7\n",
      "Execute -> 8\n",
      "Partition length 8 sequence (from 8 to 16) at frame 12\n",
      "Partition length 4 sequence (from 8 to 12) at frame 10\n",
      "Partition length 2 sequence (from 8 to 10) at frame 9\n",
      "Execute -> 9\n",
      "Execute -> 10\n",
      "Partition length 2 sequence (from 10 to 12) at frame 11\n",
      "Execute -> 11\n",
      "Execute -> 12\n",
      "Partition length 4 sequence (from 12 to 16) at frame 14\n",
      "Partition length 2 sequence (from 12 to 14) at frame 13\n",
      "Execute -> 13\n",
      "Execute -> 14\n",
      "Partition length 2 sequence (from 14 to 16) at frame 15\n",
      "Execute -> 15\n",
      "Execute -> 16\n",
      "Partition length 16 sequence (from 16 to 32) at frame 24\n",
      "Partition length 8 sequence (from 16 to 24) at frame 20\n",
      "Partition length 4 sequence (from 16 to 20) at frame 18\n",
      "Partition length 2 sequence (from 16 to 18) at frame 17\n",
      "Execute -> 17\n",
      "Execute -> 18\n",
      "Partition length 2 sequence (from 18 to 20) at frame 19\n",
      "Execute -> 19\n",
      "Execute -> 20\n",
      "Partition length 4 sequence (from 20 to 24) at frame 22\n",
      "Partition length 2 sequence (from 20 to 22) at frame 21\n",
      "Execute -> 21\n",
      "Execute -> 22\n",
      "Partition length 2 sequence (from 22 to 24) at frame 23\n",
      "Execute -> 23\n",
      "Execute -> 24\n",
      "Partition length 8 sequence (from 24 to 32) at frame 28\n",
      "Partition length 4 sequence (from 24 to 28) at frame 26\n",
      "Partition length 2 sequence (from 24 to 26) at frame 25\n",
      "Execute -> 25\n",
      "Execute -> 26\n",
      "Partition length 2 sequence (from 26 to 28) at frame 27\n",
      "Execute -> 27\n",
      "Execute -> 28\n",
      "Partition length 4 sequence (from 28 to 32) at frame 30\n",
      "Partition length 2 sequence (from 28 to 30) at frame 29\n",
      "Execute -> 29\n",
      "Execute -> 30\n",
      "Partition length 2 sequence (from 30 to 32) at frame 31\n",
      "Execute -> 31\n",
      "Execute -> 32\n",
      "Target loss: Tensor(\"truediv_1:0\", shape=(), dtype=float32) (INFO), 2021-08-04 10:13:10,701n\n",
      "\n",
      "Force loss: Tensor(\"Sum_97:0\", shape=(), dtype=float32) (INFO), 2021-08-04 10:13:14,221n\n",
      "\n",
      "Setting up loss (INFO), 2021-08-04 10:13:14,223n\n",
      "\n",
      "Preparing data (INFO), 2021-08-04 10:13:51,128n\n",
      "\n",
      "INFO:tensorflow:Summary name Total Force is illegal; using Total_Force instead.\n",
      "Initializing variables (INFO), 2021-08-04 10:13:51,156n\n",
      "\n",
      "Model variables contain 0 total parameters. (INFO), 2021-08-04 10:13:55,961n\n",
      "\n",
      "Validation (000000): Learning_Rate: 0.001, Loss_reg_unscaled: 205.98526, Loss_reg_scale: 1.0, Loss: 0.0, Total Force: 393.8109 (INFO), 2021-08-04 10:14:32,455n\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dp_app = ControlTraining(\n",
    "    STEP_COUNT,\n",
    "    BurgersPDE(DOMAIN, VISCOSITY, DT),\n",
    "    datapath=DATA_PATH,\n",
    "    val_range=VAL_RANGE,\n",
    "    train_range=TRAIN_RANGE,\n",
    "    trace_to_channel=lambda trace: 'burgers_velocity',\n",
    "    obs_loss_frames=[],\n",
    "    trainable_networks=['CFE'],\n",
    "    sequence_class=StaggeredSequence,\n",
    "    batch_size=100,\n",
    "    view_size=20,\n",
    "    learning_rate=1e-3,\n",
    "    learning_rate_half_life=1000,\n",
    "    dt=DT\n",
    ").prepare()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3ReXUkzI1L3t"
   },
   "source": [
    "Now we can execute the model training. This cell typically also takes a while to execute (ca. 2h for 1000 iterations)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "blHHLaVS5jHA"
   },
   "outputs": [],
   "source": [
    "DP_TRAINING_ITERATIONS = 10000  # Change this to change training duration\n",
    "\n",
    "dp_training_eval_data = []\n",
    "start_time = time.time()\n",
    "\n",
    "for epoch in range(DP_TRAINING_ITERATIONS):\n",
    "    dp_app.progress()\n",
    "    # Evaluate validation set at regular intervals to track learning progress\n",
    "    # Size of intervals determined by RL epoch count per iteration for accurate comparison\n",
    "    if epoch % N_EPOCHS == 0:\n",
    "        f = dp_app.infer_scalars(VAL_RANGE)['Total Force'] / DT\n",
    "        dp_training_eval_data.append((time.time() - start_time, epoch, f))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "31B72FBR1pXr"
   },
   "source": [
    "The trained model and the validation performance `val_forces.csv` with respect to iterations and wall time are saved on disk:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 58
    },
    "id": "kzfckDMc8O__",
    "outputId": "4c88893b-e366-46aa-ecae-f1f12becca22"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      },
      "text/plain": [
       "'networks/dp-models/bench/checkpoint_00010000'"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DP_STORE_PATH = 'networks/dp-models/bench'\n",
    "if not os.path.exists(DP_STORE_PATH):\n",
    "    os.makedirs(DP_STORE_PATH)\n",
    "\n",
    "# store training progress information\n",
    "with open(os.path.join(DP_STORE_PATH, 'val_forces.csv'), 'at') as log_file:\n",
    "    logger = csv.DictWriter(log_file, ('time', 'epoch', 'forces'))\n",
    "    logger.writeheader()\n",
    "    for (t, e, f) in dp_training_eval_data:\n",
    "        logger.writerow({'time': t, 'epoch': e, 'forces': f})\n",
    "\n",
    "dp_checkpoint = dp_app.save_model()\n",
    "shutil.move(dp_checkpoint, DP_STORE_PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "r4r6sOh87B-1"
   },
   "source": [
    "Alternatively, uncomment the code in the cell below to load an existing network model.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "gHEAxxjv-vDL"
   },
   "outputs": [],
   "source": [
    "# dp_path = 'PDE-Control-RL/networks/dp-models/bench/checkpoint_00020000/'\n",
    "# networks_to_load = ['OP2', 'OP4', 'OP8', 'OP16', 'OP32']\n",
    "\n",
    "# dp_app.load_checkpoints({net: dp_path for net in networks_to_load})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "V8inOSSE0OMf"
   },
   "source": [
    "Similar to the RL version, the next cell plots an example to visually show how well the DP-based model does. The leftmost plot again shows the learned results, this time of the DP-based model. Like above, the other two show the ground truth and the natural evolution. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 545
    },
    "id": "SjYY0PXp1VDT",
    "outputId": "2f22a1da-669e-44b2-cfd7-8d3962bfe208"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1360.8x691.2 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dp_frames = dp_app.infer_all_frames(TEST_RANGE)\n",
    "dp_frames = [s.burgers.velocity.data for s in dp_frames]\n",
    "_, gt_frames, unc_frames = rl_trainer.infer_test_set_frames()\n",
    "\n",
    "TEST_SAMPLE = 0    # Change this to display a reconstruction of another scene\n",
    "fig, axs = plt.subplots(1, 3, figsize=(18.9, 9.6))\n",
    "\n",
    "axs[0].set_title(\"Differentiable Physics\")\n",
    "axs[1].set_title(\"Ground Truth\")\n",
    "axs[2].set_title(\"Uncontrolled\")\n",
    "\n",
    "for plot in axs:\n",
    "    plot.set_ylim(-2, 2)\n",
    "    plot.set_xlabel('x')\n",
    "    plot.set_ylabel('u(x)')\n",
    "\n",
    "for frame in range(0, STEP_COUNT + 1):\n",
    "    frame_color = bplt.gradient_color(frame, STEP_COUNT+1)\n",
    "    axs[0].plot(dp_frames[frame][TEST_SAMPLE,:], color=frame_color, linewidth=0.8)\n",
    "    axs[1].plot(gt_frames[frame][TEST_SAMPLE,:], color=frame_color, linewidth=0.8)\n",
    "    axs[2].plot(unc_frames[frame][TEST_SAMPLE,:], color=frame_color, linewidth=0.8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HTNaM8_C2KPf"
   },
   "source": [
    "The trained DP model also reconstructs the original trajectories closely. Furthermore, the generated results seem less noisy than using the RL agent.\n",
    "\n",
    "With this, we have an RL and a DP version, which we can compare in more detail in the next section.\n",
    "\n",
    "---\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gA63vV4d2yko"
   },
   "source": [
    "## Comparison between RL and DP\n",
    "\n",
    "Next, the results of both methods are compared in terms of visual quality of the resulting trajectories as well as quantitatively via the amount of generated forces. The latter provides insights about the performance of either approaches as both methods aspire to minimize this metric during training. This is also important as the task is trivially solved by applying a huge force at the last time step. Therefore, an ideal solution takes into account the dynamics of the PDE to apply as little forces as possible. Hence, this metric is a very good one to measure how well the network has learned about the underlying physical environment (Burgers equation in this example).\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "id": "QuoxjQf8UVuF"
   },
   "outputs": [],
   "source": [
    "import utils\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Yh-xD2cG7d9A"
   },
   "source": [
    "### Trajectory comparison\n",
    "\n",
    "To compare the resulting trajectories, we generate trajectories from the test set with either method. Also, we collect the ground truth simulations and the natural evolution of the test set fields.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "EP8S7UC5_vQD",
    "outputId": "2d447412-4b6d-4043-ad47-7d5c437fe03e"
   },
   "outputs": [],
   "source": [
    "rl_frames, gt_frames, unc_frames = rl_trainer.infer_test_set_frames()\n",
    "\n",
    "dp_frames = dp_app.infer_all_frames(TEST_RANGE)\n",
    "dp_frames = [s.burgers.velocity.data for s in dp_frames]\n",
    "\n",
    "frames = {\n",
    "    (0, 0): ('Ground Truth', gt_frames),\n",
    "    (0, 1): ('Uncontrolled', unc_frames),\n",
    "    (1, 0): ('Reinforcement Learning', rl_frames),\n",
    "    (1, 1): ('Differentiable Physics', dp_frames),\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 620
    },
    "id": "p6DJ3J6jAkQ5",
    "outputId": "8a718c7a-2d31-4176-8b0c-b06b38633e98"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 921.6x691.2 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "TEST_SAMPLE = 0  # Specifies which sample of the test set should be displayed\n",
    "\n",
    "def plot(axs, xy, title, field):\n",
    "    axs[xy].set_ylim(-2, 2); axs[xy].set_title(title)\n",
    "    axs[xy].set_xlabel('x'); axs[xy].set_ylabel('u(x)')\n",
    "    label = 'Initial state (red), final state (blue)'\n",
    "    for step_idx in range(0, STEP_COUNT + 1):\n",
    "        color = bplt.gradient_color(step_idx, STEP_COUNT+1)\n",
    "        axs[xy].plot(\n",
    "            field[step_idx][TEST_SAMPLE].squeeze(), color=color, linewidth=0.8, label=label)\n",
    "        label = None\n",
    "    axs[xy].legend()\n",
    "\n",
    "fig, axs = plt.subplots(2, 2, figsize=(12.8, 9.6))\n",
    "for xy in frames:\n",
    "    plot(axs, xy, *frames[xy])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mMk9AvC5xt-X"
   },
   "source": [
    "This diagram connects the two plots shown above after each training. Here we again see that the differentiable physics approach seems to generate less noisy trajectories than the RL agent, while both manage to approximate the ground truth."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZsksKs4e4QJA"
   },
   "source": [
    "### Comparison of exerted forces\n",
    "\n",
    "Next, we compute the forces the approaches have generated and applied for the test set trajectories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "me4rb-_qCXgC",
    "outputId": "107ce3dc-2022-45a0-a547-79459df0b458"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sanity check - maximum deviation from target state: 0.000000\n",
      "Sanity check - maximum deviation from target state: 0.000011\n"
     ]
    }
   ],
   "source": [
    "gt_forces = utils.infer_forces_sum_from_frames(\n",
    "    gt_frames, DOMAIN, DIFFUSION_SUBSTEPS, VISCOSITY, DT\n",
    ")\n",
    "dp_forces = utils.infer_forces_sum_from_frames(\n",
    "    dp_frames, DOMAIN, DIFFUSION_SUBSTEPS, VISCOSITY, DT\n",
    ")\n",
    "rl_forces = rl_trainer.infer_test_set_forces()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FF7IwLYSxt-X"
   },
   "source": [
    "At first, we will compare the total sum of the forces that are generated by the RL and DP approaches and compare them to the ground truth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 411
    },
    "id": "3HIoOZcUxt-Y",
    "outputId": "887b4c42-8f05-4a0f-d0aa-a6d91d4f03c1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 3 artists>"
      ]
     },
     "execution_count": 19,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 6))\n",
    "plt.bar(\n",
    "    [\"Reinforcement Learning\", \"Differentiable Physics\", \"Ground Truth\"], \n",
    "    [np.sum(rl_forces), np.sum(dp_forces), np.sum(gt_forces)], \n",
    "    color = [\"#0065bd\", \"#e37222\", \"#a2ad00\"],\n",
    "    align='center', label='Absolute forces comparison' )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "B75xKFuw4414"
   },
   "source": [
    "As visualized in these bar plots, the DP approach learns to apply slightly lower forces than the RL model.\n",
    "As both methods are on-par in terms of how well they reach the final target states, this is the main quantity we use to compare the performance of both methods.\n",
    "\n",
    "In the following, the forces generated by the methods are also visually compared to the ground truth of the respective sample. Dots placed above the blue line denote stronger forces in the analyzed deep learning approach than in the ground truth and vice versa.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 592
    },
    "id": "zMK29jgWDUB_",
    "outputId": "7da3f87f-2337-49d1-b949-6f9a7eff4629"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f4cbc6d5090>"
      ]
     },
     "execution_count": 20,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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oNp3goFCP39fTNGPuRcHBwSQkJNC9e3fuvPNOsrOzATh06BDdu3f3cXQiIiIirmsTG1alcXew1rLnwJ/5dHFfCgpOMeKmz0js8UqtSMpBiblXRUREsGnTJrZt20ZsbCyvv/66r0MSERERqZYZY+OJDC2fSkaGBjFjbLxH7ldYmM2ytd8hZdPjNGuSxB0jNtOy+a0euZevqJSlEp5eZXzjjTeyZcsWt11PRERExJtK8yJvdGU5eWYVK9bdS17+Mfp0f5muHadgTO2bX1ZiXgFPrzJ2OBwsWrSIhx9+uMbXEhEREfGVCQPiPNqBxWkdbN/9Mpt3/pTIiNbcOnQFTWMHeOx+vlb73mq4gadWGefn55OQkEBcXBwnTpzglltuqdH1RERERGqrvPzjLFoxkk07ptHmum9zx4hNtTopByXmFfLUKuPSGvO0tDSstaoxFxERqaE5KRm0m7qSoMmLaTd1JXNSMnwdkrjB0fRPWLCoF6cyVzOwz5sk9XuP0JCGvg7L45SYV8DTq4wjIyN59dVX+c1vfkNxcbFbrikiIlLXlJaepmUWYPm69FTJeeByOApYv+UHLFl9B5ERLfnGsFQ6tnsYY4yvQ/MKJeYV8MYq4969e9OzZ0/ee+89AHbv3k2rVq3KPubOneu2e4mIiNRGvt7gRtwr5/xePvtqEDv3/Y7OHZ5kVHIKDaNv8HVYXqXFnxXw1Crj8+fPl/v6448/Lvu8qKioRtcWERGpa3y5wY2414HDs0nZ9ARBJoShA+fRpuUYX4fkE0rMK+HpVcYiIiJSM21iw0irIAn35AY34l5FRedYu/lJDhyeTbPGSQzuN4f6ka19HZbPqJRFREREApK3N7gR9zqTlconSxI5eHgOPbv8jFuSFtfppBw0Yy4iIiIBypsb3Ij7WGvZue/3bNz2HOFhzbglaTHNmw71dVh+QYm5iIiIBCyVngaWCwWnWLV+EsdOfEqrFncxqM9bhIU19nVYfkOJuYiIiIh4XPrJxaxcfx8FhWfo1+uPdO7wZJ1pg+gqJeYiIiIiAWJOSkbAle44ncVs3vkztu3+FdFRnRg+aCGxjXr5Oiy/pMWfXhQcHExCQgLdunWjV69e/OY3v8HpvNh/denSpTRs2JCEhARuuOEGfvGLX/g4WhEREfEngbih0vm8NP67bCjbdv+S+LYPcvvwVJeS8tzU+aRPT+LoD68nfXoSuanzvRCt72nG3IsiIiLYtGkTACdPnuTee+8lJyenLAlPSkpiwYIF5ObmkpCQwJ133kmfPn18GbKIiIj4iattqOSPs+Zpxz5i9YZHwDoZ3O9d2rce79J5uanzyZ47DVuUD4Aj6zjZc6cBUD9xtMfi9QeaMa+Ep9+pNWvWjFmzZvHaa69hrS33WP369UlMTGTfvn1uvaeIiIgErkDZUKnYkc+ajY+zLOVuoqM68Y3hG11OygFyFs4sS8pL2aJ8chbOdHeofkeJeQVK36k5so4DtuydmruT8w4dOuBwODh58mS58TNnzrBmzRq6devm1vuJiIhI4Kps4yR/2lAp6+w2Pl3Sj70H/0y3Tj/i1qEraBBVtb7yjqz0Ko3XJkrMK+Crd2rLly+nd+/ejBw5kqlTpyoxFxERkTL+vKGStZY9B/7MwiX9KCg4xYibPqdP95cJDgqt8rWCY1pUabw2UY15Bbz1Tu3AgQMEBwfTrFkzdu7cWVZjLiIiInI5f91QqaAwizUbHuXw8X/SotlIbur7DhHhzat9vehRU8rVmAOYkAiiR01xR7h+TYl5BYJjWpSUsVw57i6nTp3i8ccf56mnnlIPTxEREXGJv22odPLMKlasHU/eheP06f4yXTtOwZiaFWSULvDMWTgTR1Y6wTEtiB41pdYv/AQl5hXy1Du1/Px8EhISKCoqol69ekycOJEf/OAHNQ1XRERExKuc1sH23S+xeefPqB/RhluHrqBp7AC3Xb9+4ug6kYhfTol5BTz1Ts3hcFT6WHJyMsnJyTW6voiIiIin5eUfZ8X6+zhxagntWo1jQO//IzSkoa/DqhWUmFeirr5TExEREanM0fRPWJU6iWJHHjf2+SvxbR9USa4bKTEXERERkatyOArYsH0qu/b9npiGPUnq9z4No2/wdVi1jhJzEREREalUzrk9LF83nszsDXTu8BSJPX5NcHC4r8OqlepUYm6t1X+3iEdcvnuriIhIbbA/7R3WbnqCoOAwkgf+m9YtVebrSXUmMQ8PD+fMmTM0btxYybm4lbWWM2fOEB6u2QMREakdiorOkbLpCQ4e+QfNmgxhcN851I9s5euwar06k5i3atWKo0ePcurUKV+HItdw4cKFgEtyw8PDadVKP7BERCTwnclKZfnacZzPPUDPG35Ojy4/IcgE+zqsOqHOJOYhISG0b9/e12GIC5YuXUrv3r19HYaIiPip3NT5dXLzGU+z1snOfb9n47aphIc355YhS2jeZIivw6pT6kxiLiIiIoEvN3V+uU0AHVnHyZ47DUDJeQ1cKDjFqvWTOHbiU1q1GM2gPn8lLKyxr8Oqc2q2Z6qIiIiIF+UsnFluZ24AW5RPzsKZPooo8KWfXMyCRb1IP7WI/r1eI3ngPCXlPqIZcxEREQkYjqz0Ko1L5ZzOIjbv/Dnbdv+K6AadGT5oIbGNevk6rDpNibmIiIgEjOCYFjiyjlc4Lq47n3uIFevu5VTmaq5v+zB9e/2BkHr1fR1WnadSFhEREQkY0aOmYEIiyo2ZkAiiR03xUUSBJ+3YRyxYnEB2znYG93uPGxPfVFLuJzRjLiIiIgGjdIGnurJUXXFxHuu3PMPeQ7NoHNOfpP7v0aB+B1+HJZdQYi4iIiIBpX7iaCXiVZR1dhvL143jbM52unX6EQldpxMUFOLrsOQySsxFREREailrLXsP/pn1W54hJKQhI276nJbNR/o6LKmEEnMRERGRWqigMIs1Gx7l8PF/0qLZSG7q+w4R4c19HZZchRJzERERkVrm5JmVrFh7L3kXjtOn+yt07fhDjFHPD3+nxFxERESklnBaB9t3v8TmnT+jfmRbbhu6kiax/X0dlrhIibmIiIhILZCXf5wV6+/jxKkltGs1ngG9/4/QkGhfhyVVoMRcRERE6pw5KRlMm7efw5kFtIkNY8bYeCYMiPN1WNV2NP0TVqVOotiRx4193iK+7SSMMb4OS6pIibmIiIjUKXNSMpg8exd5hU4A0jILmDx7F0DAJecORwEbtk9l177fE9OwF0n936dhgy6+DkuqSasAREREpE6ZNm9/WVJeKq/QybR5+30UUfXknNvDZ0tvZNe+39M5/nuMSl6jpDzAacZcRERE6pTDmQVVGvdH+9PeYe2mJwgKDiN54Hxat7zL1yGJGygxFxERkTqlTWwYaRUk4W1iw3wQTdUUFZ0jZdMTHDzyD5o1GcLgvnOoH9nK12GJm6iURURERHxmTkoG7aauJGjyYtpNXcmclAyP33PG2HgiQ8unQJGhQcwYG+/xe9fEmaxUPlnch0NH3qXXDb/glqTFSsprGc2Yi4iIiE/4ahFm6bUDpSuLtU527vs9G7dNJTy8ObcMWUrzJknljslNnU/Owpk4stIJjmlB9Kgp1E8c7fHYfHXf2kqJuYiIiPjE1RZhejpJnjAgrsr38EWLxfwLJ1mVOonjJxbSusUYbkz8K2GhseWOyU2dT/bcadiifAAcWcfJnjsNwKNJsq/uW5uplEVERER8IpAWYZbO7qdlFmD5enbfk6U36ScX8cmiXmScWkz/Xq8zdOC/rkjKAXIWzixLjkvZonxyFs70WGy+vG9tpsRcREREfKKyxZbeWoSZmzqf9OlJHP3h9aRPTyI3dX6lx3qzxaLTWcTGbT/myxW3EBoaw+3D1tI5/olKNwxyZKVXadxdfHXf2kyJuYiIiPiELxdhlpZhOLKOA7asDKOy5Nxbs/vncw/x+bIhbNvzK65v9zCjhq0jpmHPq54THNOiSuPu4qv71mYeS8yNMW8ZY04aY7ZdMhZrjPnCGLO35M+YknFjjHnVGLPPGLPFGNPnknMeKDl+rzHmAU/FKyIiIt41YUAcsyZ2oW1sGAZoGxvGrIldvLIIs6plGN6Y3U87OpcFixM4m7ODpP7vc2OfvxBSr/41z4seNQUTElFuzIREED1qitti86f71maeXPz5NvAa8M4lY1OBRdbal4wxU0u+fg4YBXQs+RgAvAEMMMbEAj8D+gIWSDXG/Mdam+XBuEVERMRLqrMI0x2qWoYxY2x8uQ4y4L7Zfae9wJoNj7H30CyaxAxgcP/3aFC/vcvnly609HZ3FF/dtzbzWGJurV1mjGl32fBoILnk878DS7mYmI8G3rHWWmCNMaaRMaZFybFfWGszAYwxXwC3Ae95Km4RERGp/YJjWpSUsVw5XhFPtVjMOruNEzmPU5yVRrdOz5HQ9X8JCgqp8nXqJ472SULsq/vWVuZiLuyhi19MzBdYa7uXfJ1trW1U8rkBsqy1jYwxC4CXrLUrSh5bxMWEPRkIt9ZOLxl/Aci31l7x/0zGmMnAZICmTZsmfvjhhx77vsSzzp8/T1RUlK/DkGrS6xe49NoFNr1+VePMO4sj6xjYSxZ0miCCY64jKLKhx+9vrSW34GOy814HImnSYBrhIX09fl9xv2HDhqVaa93y4vmsj7m11hpj3PauwFo7C5gF0LlzZ5ucnOyuS4uXLV26FL1+gUuvX+DSaxfY9PpVna82xykozGLNhkfJyvonLZvdCoWTGTH8mx6/r/g/byfmJ4wxLay16SWlKidLxo8BrS85rlXJ2DG+Ln0pHV/qhThFRESklvNFGcbJMytZsfZe8i4cJ7HHTG64/hm++mqZV2MQ/+Xtdon/AUo7qzwAzL9k/P6S7iwDgbPW2nTgc2CkMSampIPLyJIxERERkYDhtA627JrOf5cNxQTV47ahq+ja8YcYo87V8jWPzZgbY97j4mx3E2PMUS52V3kJ+NAY8zCQBnyn5PBPgduBfUAe8CCAtTbTGPO/wLqS414sXQgqIiIiEgjy8o+xYt19nDi9lHat72VAwhuEhkT7OizxQ57syjK+kodGVHCsBZ6s5DpvAW+5MTQREREJYHNSMtzeHcVTjqYvYFXqJIod+QxK/Bsd2jxQ6Q6eIj5b/CkiIiJSVXNSMsr1E0/LLGDy7F0AfpWcOxwFbNj2HLv2/4GYhgkk9X+fhg06+zos8XNKzEVERMRvXT47fr7AUW6TH4C8QifT5u33m8Q859welq8dR+bZjXSJf5o+3V8mODjc12FJAFBiLiIiIn6potnxyhy+ymPeYq3lwOF3WLvpSYKDw0m+8T+0bnGnW+/hqxaP4h1KzEVERMTrXKkTnzZv/xWz45VpExvmiTBdVlR0jpRN3+XgkTk0bzKUwf3mEBlxnVvvkZs6n+y507BF+QA4so6TPXcaQLWTcyX6/kWJuYiIiHiVq3Xirs6CR4YGMWNsvPsDddGZrPUsXzuO87kH6XXDi3Tv8mOCTLDb75OzcGZZUl7KFuWTs3BmtZJpTyT6UjNqnikiIiJeVdFMeGmd+KXaxIYxut4aVtd/jrSoR1ld/zlG11tD4/rBtI0NwwBtY8OYNbFLterL56Rk0G7qSoImL6bd1JXMScmo0vnWOtmx9zd8tnQQDmchI4d8Rc8bXvBIUg7gyEqv0vi1XC3RF9/QjLmIiIh4VWUz4ZePz+qzn/ZrZhNhCgFoZTL5dfhsDg5sxcjv3F+jGGra3SX/wklWpT7A8ROf0brFGG5M/CthobE1iulagmNa4Mg6XuF4dbg70Zea04y5iIiIeFVl9eCXj/fY85eypLxUhCmkx56/1DgGV2ftK5J+chGfLOpFxqkl9O/1OkMH/svjSTlA9KgpmJCIcmMmJILoUVOqdb3KEvrqJvpSc0rMRURExKtmjI0nMrR8ClJRnbgnZ3RdnbW/lNNZxMZtP+bLFbcQGhrD7cPW0jn+Ca9tGFQ/cTSN7p5BcExLwBAc05JGd8+odj24uxN9qTmVsoiIiIhXlZaKXKsri7tLNy7VJjaswvaLlc3mn889xPJ14zmduYbr2z1K356/I6Re/RrHUVX1E0e7bWFm6XXUlcV/KDEXERGRSrnS1rA6JgyIu+Z1okdNKVHBnhMAACAASURBVNc1BNw3oztjbHy5GnP4etb+8u95+m07qHfuWbCWpP4f0K7Vd2p8f3/hzkRfak6JuYiIiFSopgska8qTM7qVzdoDZd9zaNAFhrf4LTbzE4pC+jBmxEc0qN++xvcWqYwScxEREanQ1RZI1jQxd3VjG0/O6FY0a99u6kryCp20ijrAE72m0zLqMB8fGM/6M48x8U4l5eJZSsxFRESkQtVZIOkKf97Y5nDmBYa3/ph7u7xBXlEUv17/MtvPJGJw+DQuqRuUmIuIiEiFqrpA0lXu3sHSXQoKM3mu/4t0jV3G5lP9mLX1Oc4VxgA1/55FXKF2iSIiIlIhV9saVpU/bmxz8vQKFixKoGvsaj7a+11+m/rLsqTcHd+ziCs0Yy4iIiIVcrWtYVV5sg1iVTmtg227fsmWnT8nqn57bh+2iqDrWrE5y/2daESuRYm5iIiIVMqVtoZV5c42iK4uIq1IXv4xVqy7jxOnl9Ku9b0MSHiD0JBoJgzwTtcZkcspMRcRERGvclcbxJosIj2S/jGrUx/E4bjAoMS36dDmfq/t4ClSGSXmIiIi4nXuaINYnUWkDkcBG7b9iF37XyUqvz4JO2OJ3PomeaMa+bwjjIgScxEREQlIVV1EevbcbpavHUfW2U20yogl/kBDgqzBke8/7RqlblNXFhEREQlIlS0WvXzcWsv+tLf5dHEieflH6HX4Bjrub0SQ/bp0pXSmXcSXlJiLiIhIQIoeNQUTElFu7PJFpIVFOaxYfx+rUh+kcUxf7hixmdgjhRVez5ftGkVApSwiIiISoK61iPR05jpWrBvP+dyD9LrhRbp3+TFBJpiz12jXWJNOLyI1ocRcREREAlZFi0itdbJj72/ZuP15IsJbMHLIVzRrMrjs8au1a6xJpxeRmlJiLiIiIrVG/oWTrEp9gOMnPqN1y7Hc2OdNwkJjyx1ztZn29OlJVe70IuIuSsxFRESkVkg/+SUr102koCiL/gl/olP7xyvtTV5Zu8aqdnoRcScl5iIiIhLQnM4iNu34Kdv3vEzDBl0YMfi/xDTs4fL5l9aUExQETscVx1TWAUbEnZSYi4iISMA6l3uQFWvHczorhevbPUq/nr+nXr1Il8/PTZ3P6Q+eJ9hRcHHA6cACl86zX97pRcRTlJiLiIhIQDp09APWbJgMxpDU/wPatfpOla+R/u+XCS9NyksYwGmCCLK2XP25urWIpykxFxERkYBSXJzHui3/w75Db9IkdiBJ/d4jqn67al0rNO9ExQ9YJ61+s7/sS3VrEW/QBkMiIiISMLLObuHTJX3Zd+ivdO/0PLcOWVbtpBzguDPWpfGchTMr7dYi4i5KzEVERMTvWWvZvf9PfLqkP4WFWdw8+L/07v5LgoJCanTdN+t9hzwbWm4sz4byZr3yZTHq1iLeoMRcRERE/FpBYSZfpXyLtZufJK7pcL4xYjMtmt3slmsP+/ZEXii+n6POWJwWjjpjeaH4foZ9e2K54yrryqJuLeJOqjEXERERv3Xi9HJWrJvAhQsZJPb4DTdc/32Mcd+84oQBccCDjJs3hMOZBbSJDWPG2PiS8a9dbbdQEXdRYi4iIiJ+x2kdbNs1gy07f0FU/fbclryKxjF9PXKvCQPirkjEL3e13UJF3EWJuYiIiPiV3LyjrFx/HydOf0X71hPon/AnQkOifR1WpbuFiriLEnMRERHxG0eO/4dVGx7E6ShgUOLbdGhzP8aYa58oUgsoMRcRERGfczgukLrtR+ze/0diG/Ymqf/7RDfo5OuwRLxKibmIiIj41Nlzu1m+dhxZZzfRJf5/6NP9ZYKDw3wdlojXKTEXERERn7DWsj/tbdZufop6wREMu/FjWrW4w9dhifiMEnMRERHxusKiHFI2Ps6ho+/RvEkyg/v9g8iI63wdlohPKTEXERERrzqduY7l68aRm5dGr67/S/fOzxNkgn0dlojPKTEXERERr7DWyY69v2Xj9ueJDG/JyCFf0azxTb4OS8RvKDEXERERj8u/cIJV6x/g+MnPadPymwzs8yZhoTG+DkvErygxFxEREY86fuILVq6fSFHRWQYkvEHH9o+V9SbPTZ2v3TRFSigxFxEREY9wOovYtOMFtu95mYYNunLz4C+Jadi97PHc1Plkz52GLcoHwJF1nOy50wCUnEudFOTrAERERKT2OZd7kM+/SmL7npfp2G4ytw9bVy4pB8hZOLMsKS9li/LJWTjTm6GK+A3NmIuIiIhbHTr6AWs2TAZjGNL/Q9q2urvC4xxZ6VUaF6ntlJiLiIiIWxQV57J+8/+wL+2vNI29kcH93iWqfrtKjw+OaYEj63iF4yJ1kUpZREREpMayzm7h0yV92Zf2Ft07/5iRQ766alIOED1qCiYkotyYCYkgetQUD0Yq4r80Yy4iIiLVZq1lz4E/sX7rDwkLieHmwV/QotkIl84tXeCpriwiFykxFxERkWopKMxkderDHEn/Ny2bj2JQ4ttEhDer0jXqJ45WIi5SQom5iIjIVcxJyWDavP0cziygTWwYM8bGM2FAnK/D8rkTp5ezYt29XLhwgsQev+GG67+PMaqQFakJJeYiIiKVmJOSweTZu8grdAKQllnA5Nm7AOpscu60Drbums7WnS8SVb8DtyWvpnFMoq/DEqkV9NZWRESkEtPm7S9LykvlFTqZNm+/jyLyrdy8o3yxfDhbdv6cdq3v5RvDNygpF3EjzZiLiIhU4nBmQZXGa7Mjx//Dqg0P4nQUMCjx78S3vd/XIYnUOkrMRUREKtEmNoy0CpLwNrFhPojGNxyOC6RufZbdB14jtmFvkvq/T3SDTr4OS6RWUimLiIhIJWaMjScytPyvysjQIGaMjfdRRN519twuFi4dyO4Dr9Hl+u9zW/JqJeUiHqQZcxERkUqULvCsa11ZrLXsT3ubtZufol5wJMNuXECrFt/wdVgitZ4ScxERkauYMCCu1ifilyosOkvKxu9y6Oh7NG86jMF9/0FkREtfhyVSJygxFxEREQBOZ65l+dpx5OYfJqHrdLp1nkr+hgWka2dOEa9QYi4iIlLHWetkx96ZbNw+jcjwlowcsoxmjQeRmzqf7LnTsEX5ADiyjpM9dxqAknMRD9DiTxERkTos/8IJFq0cxYZtz9G6xWi+MWITzRoPAiBn4cyypLyULconZ+FMX4QqUutpxlxERKSOOn7iv6xcfz9FRWcZkPB/dGw/GWNM2eOOrPQKz6tsXERqRom5iIhIHeNwFrJ5xwts3/MKDRt05ebBXxLTsPsVxwXHtMCRdbzCcRFxP5WyiIiI1CHncg/w+VdJbN/zCh3bP8btw9ZVmJQDRI+aggmJKDdmQiKIHjXFG6GK1DmaMRcREakjDh55n5SNj4ExDBkwl7bXffuqx5cu8MxRVxYRr1BiLiIiUssVFeeybvPT7E97i6axgxjc/12iItu6dG79xNFKxEW8RIm5iIhILZaZvZnl68aRc2433TtPo9cNPycoSL/+RfyR/mWKiEitkJs6XyUXl7DWsvvA66RunUJYaCw3D/6SFs2G+zosEbkKJeYiIhLwtBFOeQUFZ1i14WGOps/nuua3M6jv24SHNfV1WCJyDT7pymKMecYYs90Ys80Y854xJtwY094Yk2KM2WeM+cAYE1pybFjJ1/tKHm/ni5hFRMR/aSOcr504vYwFixM4mv4pn6Z9j5v//gO6/GwPc1IyfB2aiFyD1xNzY8x1wNNAX2ttdyAYGAe8DPzOWns9kAU8XHLKw0BWyfjvSo4TEREpo41wwFoHm3f8nC+WDSOvMIRfrvsj7+8cg8WQllnA5Nm7lJyL+Dlf9TGvB0QYY+oBkUA6MBz4qOTxvwNjSj4fXfI1JY+PMJduSyYiInVeZRve1JWNcHLzjnDq3A/YsusXtG8zgf9N+TO7znQsd0xeoZNp8/b7KEIRcYXXE3Nr7TFgJnCYiwn5WSAVyLbWFpccdhS4ruTz64AjJecWlxzf2Jsxi4iIf6vLG+EcOT6fBYsTKCzew0193+Gmvu+w73RwhccezizwcnQiUhXGWuvdGxoTA/wTuAfIBuZycSb85yXlKhhjWgMLrbXdjTHbgNustUdLHtsPDLDWnr7supOByQBNmzZN/PDDD731LYmbnT9/nqioKF+HIdWk1y9wBfpr58w7i+NsBjiKIDiE4IZxBEU29HVYHmNtIdl5b3C+4N+EBHckImgKDRt0AmDrsVwKi51XnBNaL4ge19X3dqhyDYH+b6+uGzZsWKq1tq87ruWLriw3AwettacAjDH/Am4CGhlj6pXMircCjpUcfwxoDRwtKX1pCJy5/KLW2lnALIDOnTvb5ORkT38f4iFLly5Fr1/g0usXuPTaBY6zOTtZvm4c5wu2cMP1z9C7269Yvnx12et3LCWDybN3kVf4dXIeGRrErIldSB4Q56OopTL6tyelfFFjfhgYaIyJLKkVHwHsAJYApXsDPwDML/n8PyVfU/L4YuvtaX4RERE/YK1l76G/8smSvuTlH2f4oE/o2/O3BAeHlTtuwoA4Zk3sQtvYMAzQNjaMWRO7MEFJuYhf8/qMubU2xRjzEbABKAY2cnGm+xPgfWPM9JKxv5ac8ldgtjFmH5DJxQ4uIiLiRrmp8ylKz+DoDx/R5jx+qrDoLGs2Pkba0Q+Iazqcm/rOJjKiZaXHTxgQp0RcJMD4ZIMha+3PgJ9dNnwA6F/BsReAu70Rl4hIXVS6OQ/dHwesTzfnmZOSwbR5+zmcWUCb2DBmjI13Obmsybn+7nTmWpavHUdu/mESus6gW+fnCDIVL/AUkcDlq3aJIiLiJ/xlc545JXXRaZkFWKhS7+2anOvPrHWyfc8rfPbVTVicjByyjB5dfqykXKSWUmIuIlLH+cvmPNPm7S+3WBFc771dk3OvJTd1PunTkzj6w+tJn55Ebur8a5/kBvkXMli08jY2bHuO1i3HcMfwTTRrPMgr9xYR3/BJKYuIiPjWpWUfaxvEEndlsyuvb85TWY9tV3pv1+Tcqykt8yn9HwVvlfkcP/FfVq6fSFFRDgN6/5mO7R5Fe+uJ1H6aMRcRqWMuL/uYnj+GfBta7hhfbM7TJjasSuPuOvdqvF3m43AWkrr1RyxaeSthYU25ffh6OrWfrKRcpI5QYi4iUsdcXvYxv3ggz16YSBH1AENwTEsa3T3D6ws/Z4yNJzK0/K+lyNAgZoyN9+i5V+PNMp9zuQf4/KvB7Nj7azq1f5zbh62jUXQ3t99HRPyXSllEROqYiso75hcPJMmRy+2/2eeDiC4q7aBSnc4qEwbE0TTtv8SmvEYze4aTpjGZA55i5IDkGsUUHNMCR9bxCsfd6eCR90jZ+BjGBDNkwEe0ve5bNb5mbup8chbOxJGVrhaYIgFCM+YiInVMZeUdofV8/ythwoA4ZoyNp01sGIczC5g2b79LnVVyU+fTbcMrxHGGIANxnKHbhldqvFAzetQUTEhEuTF3lvkUFeeyKvUhVqy7l0bRPfjGiE1uS8qz504reVPxdQtMby1cFZHq8f1PYRER8arKyj6ua1Szemx3qG7bQ0/VgtdPHE2ju2cQHNMSd5f5ZGZv4tPFiexPe5vunacxcshXREW2rfF1wX9aYIpI1aiURUSkjqmsZCQ2f5ePI7t628OrlbR4sha8fuJot5aAWGvZfeA1UrdOISy0MTcP/pIWzYa77frgPy0wRaRqlJiLiNRBFW3XvnSp7xPz6rY99FYteE0VFJxh1YaHOJr+H66L+waDEv9GeFhTt98nUJ4PESlPpSwiIuI3qtv20NO14O5w4tRXLFjUi+MZC+nb83cMu/FjjyTlEBjPh4hcSYm5iIj4jeq2PfRkLXhNOZ3FbN7xc75YPpzgepHclryGG67/vkd7k/vz8yEilVMpi4iI+I2atEx0dy24O+TmHWHFugmcPLOcDm3up3+v1wgJaeCVe/vj8yEiV6fEXERE/EpF9e+B6Mjx+axKfRCnLeKmvrPp0OY+X4ckIn5OibmIiEgNXbqZD7HNSevfiAPnPiW2USJJ/d8jOqqjr0MUkQCgxFxERKQGclPnc/qD5wl2FJAbUcj2NuvJPVfI9Q3uon/yXIKDQn0doogECCXmIiISsOakZJTVo8fWDwYMmbnFVapNr6n0f79MmOMCx5udY2+HMwQ7DD13xFG/4BTBtygpFxHXKTEXEZGAVLpLaOmGRGdyHWWPle4YCng8OQ8qSGdHp1OcbJpLTHYEN+xpSlhRPZyc8Oh9RaT2UbtEEZFaZk5KBu2mriRo8mLaTV15ze3sA1VFu4ReqnTHUE86lZlCSq/jnGqSS4dDMfTaHkdY0cU5r+POWI/eW0RqH82Yi4jUIpfPIntz5tjbrrUbqKvHVIe1Trbv+TWbdvyEfNOAPlta0Px8cNnjeTaUN+t9h4EeubuI1FaaMRcRqUUqmkX2xsyxO+Wmzid9ehJHf3g96dOTyE2dX+Fx19oN1NVjqir/QgaLVt7Gxu1TadNyLBHtV/NK1mMcdcbitHDUGcsLxfcz7NsT3X5vEandNGMuIlKLVDZD7KmZY3fLTZ1P9txp2KJ8ABxZx8meOw3gis1yZoyNL/e/A5dzZcfQqjp+4nNWrr+fouJzDOw9i+vbPYIxBhP0IOPmDanypkgiIpdSYi4iUou0iQ0jrYIk3BMzx56Qs3BmWVJeyhblk7Nw5hWJ+eW7hHqyK4vDWcim7dPYsXcmjaK7c0vSEhpFdy0XixJxEakpJeYiIrVIRbPIVZ05vrQFobdnfx1Z6VUaH1MvheFRM3EUpRMc04LoUVPcvg39ufP7Wb5uPGey1tGp/eMk9vwt9YIj3HoPERFQYi4iUqtcPotc1cTa14tHg2Na4Mg6XuH45apS9lJdB4+8R8rGxzAmmCEDPqLtdd9yy3VFRCqixFxEpJapSVnF1RaPeiMxjx41pVyyDWBCIogeNeWKY6tS9lJVRcXnWbf5afan/Y2mjW9icL85REW2rdE1RUSuRYm5iIiU8fXi0dKEOmfhTBxZVy9PqWrZi6syszexfO04cs7voUeXF+jZ5acEBenXpYh4nn7SiIhIGX9YPFo/cbRLM95VKXtxhbWW3QdeI3XrFMJCm3BL0iLimg6r1rVERKpDfcxFRKTMjLHxRIaW/9XgibaD7hA9agompPwizMrKXq6loOAMS9eMYd3mp2nRbCR3jNispFxEvE4z5iIibpCbOt+l8gt/V9PFo95UlbKXqzlx6itWrJvAhcJT9O35e7rEP40xxhMhi4hclRJzEZEa8kZ3EG8KpJ7crpa9VMTpLGbrrv9l667pREXFM2rQGmIb9XZzhCIirlNiLiJSQ57sDnKp2jIr7w9y846wYt0ETp5ZToc2D9A/4TVC6kX5OiwRqeOUmIuI1JCnuoNcqrbNyvvS4eP/ZnXqQzhtETf1/Qcd2kzwdUgiIoAWf4qI1FhlXUCq2x2kIleblRfXFDvySdn0JF+tGUtU/Q58Y/hGJeUi4lc0Yy4ifimQyjaqsilOdXljVr42O5uzk2Vr7yE7ZytdO/6QhG6/JDgo1NdhiYiUo8RcRPxOoJVtuKs7SGVyU+dDUBA4HVc85s5Z+drIWsu+Q39l3ZanqVcviuGDPuW6uFG+DktEpEJKzEXE73hrMaU71aQ7yNWUvkmpKCl396x8bVNYdJY1Gx8j7egHxDUdwU19ZxMZoTcyIuK/lJiLiN9R2cbXKnqTAkBQMI3unuG3b1R87VTmGpavHU9e/hF6d/sV3Tr9CGO0rEpE/Jt+SomI3/HGYspAUembEafTrUn5nJQMth7LJWjyYtpNXcmclAy3XdubrHWybffLfP5VEgC3Dl1B985TlZSLSEDQTyoR8Tvu3Go90HnjTcqclAwmz95FYbETC6RlFjB59q6AS87zL2Tw5cpb2bh9Km1afpM7hm+kaexAX4clIuIyJeYi4nfqJ46m0d0zCI5pCRiCY1rW2bINb7xJmTZvP3mFznJjeYVOps3b77Z7eNqxjM/4eFFPTp1ZycDefyGp//uEhjbydVgiIlWiGnMR8UueWkwZaDzd8QXgcGZBlcb9icNZyKbt09ixdyaNoruTlLSURtFdfR2WiEi1KDEXEfFznn6T0iY2jLRLkvDR9dYwNWweLYMySZ/e0m97yOec38eKteM5k72eTh2eILHHTOoFR1z7RBERP+VyYm6MuQ5oe+k51tplnghKRES8Z8bYeCbP3gVcTMpfCZ9NpCkE/LeH/MEj75Ky8XGMCWbogH/R5rqxvg5JRKTGXErMjTEvA/cAO4DSZroWUGIuIuJhc1IymDZvP4czC2gTG8aMsfFMGBDntuuXXitzXypTw+aVJeWl/KmHfFHxedZt+h77D79N08Y3kdTvXepHtvF1WCIibuHqjPkYoLO11v8LDkVEapHSjimlizNLO6YAbk/Ol+bXp9WGrAof94ce8pnZm1i+9h5yzu+lR5cX6NnlpwQFqSJTRGoPV3+iHQBCACXmIiIlclPne3RRJly9Y4o7EvP/fvgOsSmv0cyeIa/PsxSGNCC0KOeK43zZQ95ay679f2TDtmcJC23CLUmLiWua7LN4REQ8xdXEPA/YZIxZxCXJubX2aY9EJSLi53JT55M9d1rZrpyeqsX2ZMeU/374Du3X/IoIUwgGQiiGwlycQcEEWUfZcb7sIX+h4DSrUx/iaMbHtIq7kxsT3yI8rIlPYhER8TRXE/P/lHyIiAgX2xeWJuWlPFGLfXnHlEvHayo25bWLSfklQo2DbBtF45hoj/5PgCsyTi1lxboJFBSepm/PP9Al/nsYY7weh4iIt7iUmFtr/26MCQU6lQztttYWeS4sERH/VlnNtbtrsUs7plxazhIZGsSMsfE1vnYzewYqyHOj7Xla/GRzja9fXU5nMVt2vcjWXdOJjurI8EELiG3U22fxiIh4i6tdWZKBvwOHuPhjvLUx5gG1SxSRinii9tob9dxVERzTAkfW8QrH3am0jtwTXVlOmsbEcabCcV/1OcnNO8yKdRM4eWYF8W0m0S/hj4TUi/JRNCIi3uVqKctvgJHW2t0AxphOwHtAoqcCE5HA5Mw7S/Zn7q299lY9d1Vs7fTo1/XZJfJtKAc7PYq7l0lOGBDn1g4spTIHPEXDCr6HzIFPuf1erjh8bB6rNzyMtcUM7jeH9q3v9UkcIiK+EuTicSGlSTmAtXYPF7u0iIiU4zibUWntdXVdrZ7bVyZviOfZCxM56ozFaeGoM5ZnL0zk1i9b0W7qSuakZPgsNleN/M79HBz4PBk0xmmhiHocHPg8I79zv1fjKHbkk7LxCb5K+SYN6sfzjeEblZSLSJ3k6oz5emPMm8A/Sr6eAKz3TEgiEtAcFS8/qUnttbfquavicGYBaQxkfvHAKx7zVK9xT2w0NPI790NJIn5g6VKSk5PdEKnrsnN2sHztOLJzttK14xQSus0gOCjUqzGIiPgLV2fMv8vFXT+fLvnYUTImIlJecMX/mVaT2uvKzvVlb+1rdUUp7TXuLqUbDaVlFmD5OvkPhJn5ilhr2XvwL3y6pC/5BRkMH7SQxB6/5sLGhaRPT+LoD68nfXoSuanzfR2qiIjXuJSYW2sLrLW/tdZ+s+Tjd9oFVEQqEtwwDhMSUW6spn2wo0dNcfs1a2rG2HgiQ6/+I9QdvcZLXW2joUBTWJjN8rX3sGbjZJo2vok7R2zhurjbytYSXFxUa8vWEig5F5G64qq/VYwxH5b8udUYs+XyD++EKCKBJCiyIY3unkFwTEvAEBzTkkZ3z6jRIs36iaOrdc05KRm0m7qSoMmL3V73PWFAHLMmdqHtVWbO3dFrvJQnNxryplOZa1iwuDeHj8+jd7eXuPmmz4kIv1iO449rCUREvOlaNeb/U/LnHZ4ORERqj/qJo93eLaWq1ywt/SidZb5a3Xd1WzGWdku5/F5Qea/x6t7LkxsNeYO1TrbveYVNO35CZERrbh26nKax5evz/XEtgYiIN111xtxaW/rT8AlrbdqlH8ATng9PRKR6XC39cEf5xKWz5wZoGxvGrIldKnwDUN17VVQ6466NhjwtLz+dL1eMZOP252nT8lvcMXzjFUk5+OdaAhERb3J18ectFYyNcmcgIiLu5Grph7vKJ8bUS2F11FQON5jM6qipjKmXcsUxNbmXq8m/vzmWsZAFi3txKnMVA/u8SVL/9wkNbVThsf64lkBExJuuWspijPkuF2fG4y+rKW8ArPJkYCIiNeFq6Yc7yidc3QDJlXtdrSWipzYa8gSHs5CN255n577fEtOwJ0n93qdh9A1XPaf0ufKnHV5FRLzpWjXm7wILgV8BUy8ZP2etzfRYVCIiNTRjbLxLdd/BMS1KSku4YtxVV5sJvzSpvNa9qlIX789yzu9jxdrxnMleT+cOT5LYYybBweEuneuJ9QkiIoHiWjXmZ621h4A/AJmX1JcXG2MGeCNAEZHqcLX0wx3lE67Oum/t9Cj5tvzmOfk2lK2dHgVqR0vEA4fn8Mni3pzL3c/QAf+if8JrLiflIiJ1nas7f74B9Lnk6/MVjImI+BVXSj/cUT7h6qz75A3xJFyYyNSwebQ0mRy3sbxUMJZNG+I59J3AbolYVHyetZue4sDhv9Os8WAG95tD/cg2vg5LRCSguJqYG2utLf3CWus0xrh6roiIT7jamrCm5RPRo6aUqzGHimfdD2cWkMZA5heX70hiShLvQG2JmJm9keVrx3Hu/D56dvkpPbq8QFCQfkWIiFSVq11ZDhhjnjbGhJR8/A9wwJOBiUhgyU2dT/r0JIqObvOLrdS9uYukqxsgVZZgl467qyVi6Wvh6W3trbXs3PcHFi4dSHFxLrckLaZX118oKRcRqSZXf3o+DrwK/ASwwCJgsqeCEpHAUq4rSbvKu5J4k6sLMt3FlVn3ay1ILS27qawriytc7RBTUxcKTrMq9UGOZSygVdydDEr8G2Fhjd12fRGRusilcMH44QAAIABJREFUxNxaexIY5+FYRCRAeTsJdoU/7iLpSuJd05aI3ngtMk4tYcW6+ygoPE2/Xq/SucNTGGPccm0RkbrMpcTcGPM3Ls6Ul2OtfcjtEYlIwPHHJNgdbRA9wdO9yD35WjidxWzZ+Qu27p5BdFQnhg/6hNhGCTW+roiIXORqjfkC4JOSj0VANBc7s4iI+OVW6nV1F0lPvRa5eYf57/Jktu6eTnzbSdw+PFVJuYiIm7layvLPS782xrwHrPBIRCIScFztSuJNdXUXSVdfi4o61kDDCq95+Ni/WL3hYax1MLjfu7RvPd6T34KISJ1V3aXzHYFm7gxERHznatvAu+LSJBggOKalXyTB3txFsqbPobu48oaksgWiziEzyl2r2JFP6pYfsOfg/9E4ph9J/d6jQVTVOsSIiIjrXK0xP0f5GvMM4DmPRCQiXuWubeBLk+DdS5fS4r6nPBKrv3LXc+gu13pDUtkCUcfZjLKvs3O2s3ztOLJzttG147MkdJtOcFDo5ZcSERE3umaNubm41L6btTb6ko9Ol5e3VIUxppEx5iNjzC5jzE5jzI3GmFhjzBfGmL0lf8aU3t8Y86oxZp8xZosxRruNirhRbdgG3tcC7TmsdCGoowhrLXsOzuLTJf24UHCSETd9RmKPV5SUi4h4wTUT85IdPz9x833/AHxmre0C9AJ2AlOBRdbajlxcYDq15NhRXCyd6cjF3ulvuDkWkTotkLeB9xeB9hxWthDUGVzE8rX3kLLxMZo1HswdIzbTsvmtXo5ORKTucrUrywZjTD933NAY0xAYAvwVwFpbaK3NBkYDfy857O/AmJLPRwPv2IvWAI2MMb7tdyZSi1xrN0q5tkB7DivqWJMTYzkT9isOH59Hn+4vM+Kmz4gI934ZjohIXWYuTohf4yBjdgHXA2lALmC4OJnes8o3NCYBmAXs4OJseSrwP8Axa22jkmPM/7N35+FRV2f/x98nOwkEEtYEZBEERJElbGVRBLWiVqRPrShF68bTPra1VqpYuv4q1Vpbu9iN1pXS4lIt1qWtBdGAEELYd9kCAcKWEMieTM7vj0wwCTNhJpnJd2byeV1XLjJnvjNzZ76ZcM+Z+9wHKLTWdjLGvA08aa1d6b5uGfCotXZdo/udg3s30q5du2a8+uqr/oYmIaK4uJj27ds7HUabUVBSTW5BOTU1n/4tiIoy9ElNIDXJ//XhbfH8Bfo5bOpxDp+uoLK6hriYKHp2im/2/deUFuEqyse6KiiJW05xzD+Joitdkr9PfMyQgMUsractvvYihc5deLv66qtzrLWjAnFfvv5FD+RnmTHASODr1tosY8yv+LRsBajN+I0xF37H0PA2C6lN+Bk0aJCdPHlygMKV1rZixQp0/lqXp44in2/mosVwOn+eWgY2t4tLIJ9Db/c/5/WdlFZ++kFnYlwUC2cPbvYC09Kyo6xaN5viE8vo0+s2qou/xJQpNwUqZGll4fTak4Z07qSOr4n549ba2fUHjDGLgNlejm9KHpBnrc1yX36d2sT8mDEmzVp71F2qctx9/WHgonq37+UeEwlZgUz4WkOwd6MMRd5aBgLNOlfBfg6bWmDanMc9nP8eq3Luorq6hM+MfI7+fe7mww8/DFS4IiLSDL7WmF9W/4IxJhrIaM4DWmvzgUPGmEHuoanUlrW8BdzlHrsLWOr+/i3gTnd3lnFAkbXWuX2+RS6gLuGr3Q7enkv4SnKWXvC20nq8tQys68UeagK1wNRVU8m6zQ+z/OMbSExI48ar1zGg7z3UVhCKiIiTmpwxN8Y8BnwHaGeMOVM3DFTiLhtppq8Di40xccA+4G5q3yS8aoy5l9pa9i+6j30XuAHYA5S6jxUJWU0lfKE8a97WVBcexVMqWu2tlaDDeqfGk+shCfdngemZ4k/IXHs7BadzGHTxA2QMfZro6IRAhikiIi3QZGJurX0CeMIY84S19rFAPai1diPgqUh+qodjLfBAoB5bJNi89Yj22jtaHHGMVHpw6rxxF4aSnKUh9yZqwYz+DTYxgtoa8wUzfNuJc9/Bv5C18atEmViuGvcmvdNvufCNRESkVflayvK2MSYJwBjzJWPML4wxfYIYl0jY8tYj2tu4OGNB2S2U2vM3zYmhhpOvPHau9GhxVj59560ias5y+s5bxeKs/PNu0xpmje3BwtmD6ZMajwH6pMb7tPCzqrqYVevuYtW62aR2HMFNUzcpKRcRCVG+Lv78PTDMGDMMeBj4M/AycFWwAhMJV8nT5jZYVAhgYtuRPG2ug1FJYxuSr+KRM/DLhBeIMQ0XVUa7Kjj6j5+SVT22wSx1bkEFcxbtBHBksay/C0xPFa4nM3smxcV7uWLwDxg6+LtERQWufaOIiASWrzPm1e6SkunAs9ba3wIdgheWSPhKyphOp1sXEJ2SDhiiU9LpdOuCkCuNCFeBmsFeMKM/70eNJ4oaj9fHlR5rshNKKLPWsmPPL/nXinG4qku5dtJyhg35oZJyEZEQ5+tf6bPuhaBfAq40xkQBscELSyS8JWVMVyLuA0+9v5uaEV6clR+wGey6448sSaWXKTjv+iM1qQHrhNKayitO8HHO3RzOf4deaTczfuTzxMd3djosERHxga8z5rcBFcC97naHvYCfBS0qEYl4dUl2bkEFlk+T7MVZ+ZTkLOXo45PIe3gARx+fdK7eO9Az2LPG9uDPMV88r9a81Mbx55gveu144k8nlNaUf+ID3l42jKPH/8voYb9h8rh/KCkXEQkjPs2Yu5PxX9S7fJDaGnMRkWbxlmR/8PoiJke/5HHjn4MFnivoWjKDffUXZvO9xdU8FP0G6aaAIzaVZ1yf5+bbZnM1tKgTSmupqalm044fsnXXT0huP5Ap498jtdMwp8MSERE/+ZSYG2M+D/wU6EZtH3NDbSfD5CDGJiJhrqlSFW/J9H3Vr2JrPPeB7536ZIt7eTdWG8/dzHzzSq8lNf6U27S24tJcVq69gxMFH9O/zz2MHvZrYmOSnA5LRESawdca86eAz1lrdwQzGBGJHBeqB/e2YU561Pn13lDbB37BF1vWy9ubprqd+NsJpTXlHv47a9bfh7UuJo7+K/0uut3pkEREpAV8rTE/pqRcRPxxoXrwBTP6kxjX8E9QYlwUlYndPd5fdEpas3t5R5pqVxlrNnyFj7K+QIf2A7lx6kYl5SIiEcDXGfN1xphXgH9QuwgUAGvtG0GJSkTC3oU6mtQl043LRNJiHj2vD3wZcewfeD9phPYMdms4fWYbH629jaIz27hs4CMMG/JjoqPO3yhJRETCj6+JeTJQClxXb8wCSsxFxCNvpSr168E9J9nTWbW3iI5rniWNUxyxqTxZMYP3P+rNwj75bTYpt9byyf6FrNv8TWJjk5k64d+kd7/uwjcUEZGw4WtXlruDHYiIRJYFM5pfDz5nfX9yi59sNFpbBlOXmPvbAz2cVVQWsmbDHA4efp20btcxYdTLtEvwXPIjIiLhy9euLL2A3wAT3EOZwIPW2rxgBSYiTSvJWcqZ957GVXiU6JQ0kqfNDalNjbyVqviSPF+oDCaQGw2FuuOnPmbl2tspLT/CyMufYsglD1O7x5uIiEQaX0tZXgD+Ctzqvvwl99i1wQhKRJpWkrO0QR12/V7foZacNydRvlAZTFMLSyMlMa+xLrbt+imbdnyfpMQ+XH/VKrqkjnE6LBERCSJfp126WmtfsNZWu79eBLoGMS6RVuFth8lQd+a9pxssjoRPe31HAm8dW+rKYLzNqHtK5sNRadkRlq28jo3b59On563cOGW9knIRkTbA18T8lDHmS8aYaPfXl4BTwQxMJNjqZp1dhUcAe27WORySc1fhUb/GW9virHz6zltF1Jzl9J23isVZ+X7d/kJtEXunxjM9Zg2rkx4lt/39rE56lOkxazDuxw5neUff4e1lwzhRsIbPjHyOiaP/SlxsR6fDEhGRVuBrKcs91NaYP0NtN5aPAS0IlbDW1KxzKJWDeBKdkuZ+Q3H+uFPqFmN+/dKzfHvVdqx7vLn1302VwSwcuZe+axaRaCoB6GUKeCphEZTD/Dfjw7KcxeWqYMO2x9ix5xnalycybHtnkra8QOm0ziH/+ygiIoHh04y5tTbXWnuztbartbabtfYWa+3BYAcnEkyhPuvclORpczGx7RqMmdh2JE+b60g8dYsx60pJbKPr628sFAhDd//pXFJeJ9FUMi/+Ta9lLqHsTPEn/OvD8ezY8wy98lMZub4bSWWxYfUpjoiItJxPibkx5iVjTKd6l1OMMc8HLyyR4PM2u+zErLO/pR9JGdPpdOsColPSAUN0Sjqdbl3g2Myqp8WYjQUyYfb25indFDTok+6rlpbetMS+g4t4Z/lIiksPcMXBS7lkbyei7ad/miNp7YCIiDTN11KWK6y1p+suWGsLjTEjghSTSKtInjb3vB0mnZh19tT670vPbefBJbv41cxBXssykjKmh0yJg7eke3rMGubFv0m6KeC46UxJzvyAxOytlOconX3qk16fU60Xq6rOsnbTA+w7uIhuXa5k4qjFFH4w2eOx4fApjoiItJyviz+jjDEpdReMMan4ntSLhKRQmXX2Ntt8qsTFnEU7w2Ixo6dZ6ukxa3gqYRG9ogqIMtCDUy0qy6g/q/29optxRTd8zDLiKBr3Nb+T6aZaLwbLqcIc3lk+kv0HF3PFpT/k2knLSUrsFVKf4oiISOvzNbn+ObDaGPOa+/KtwILghCTSekJh1vlgQUWDmeW6LeiXVo8Lm97cnnb5nBf/5nl14M1dXNt4Vvu5ogzOJlSzoOM/SSg9TnRKGunT5nJJM87lhTYzCiRrLTv2/JINWx8lIaE71175Ad27XHnu+lD5FEdERJzhU2JurX3ZGLMOmOIe+ry1dnvwwhIJTcHYbfOejjk84vLcYWRp9biwWMxYf5dPKKFPajw9qwo9HtucsgxPs9qvlo8lK/FKDvx8gpdb+eZCmxkFSnnFCT5e92UOH3uXXmnTGT/yOeLjOzc4pu53KZR3dBURkeDxpxwlFSix1r5gjOlqjOlnrd0frMBEQk2wdtucl/AmCaWeO4wsrR4X8AQxWOraG65YsYIDd03g6OOBa+kYzFltT7P99TczCoSjx5ezat2XqKgsYMywZxl48f9hjPF4bCh8iiMiIs7wtSvLD4BHgcfcQ7HAX4IVlEgoCtZumwmlxz2Op5uCJhNEJzuJ+CKQLR29vTkJxJuWC21m1BI1NVVs2Daf/668htjYjkybnMWg/g94TcpFRKRt83XGfAYwAlgPYK09YozpELSoREJQsPqee+swctx09pogOtVJxB/+lGXUbU50sKCC3qnxLJjRv8HPEexZ7aY2M2qu4pIDrMy+gxMFqxnQ515GDfsVsTFJAX0MERGJLL4m5pXWWmuMsQDGGP3vIm1OsHbb9Lbg79Jb5zMqw3Oy2FQnkVBJzMG3sgxPbzLueXEHDy7ZRUGJ61yivnD24CaT91CSe/h1Vq+/D6xl0pgl9O11W0DuNxhrHEREJHRcMDE3tZ+5vm2M+SPQyRhzP3AP8KdgBycSSoLVMaM5C/5as5NIsHl6k1HpspwqcQGffhqwcPZgDjzZsoWewVZdXcq6zQ/xyYGFdE4Zw6Qxf6ND0sUBue9grXEQEZHQccHE3D1TfivwLeAMMAj4vrX2/WAHJxJKgtkxw98Ff4HuJOLkTKwvbyZC8dOAxgqLtpKZPZOiM9u4bOCjDB/yY6KiYgN2/02tcVBiLiISGXwtZVkPnLbWfjuYwYiEulDpmBHImmunZ2K9vcloLFQ/DbDW8sn+P7Ju80PExnZk6oT/kN792oA/TrDWOIiISOjwdefPsdRuMLTXGLO57iuYgYmId4HsJBKsbjO+WjCjP4lxF/5TFIptIysqC/ko61ayNn6V7l2u4qapm4KSlIP3tQzaFVREJHL4OmP+2aBGISJ+C1QnEW8zrtWtNBNbf3OigwUVpCbFcKa8mirXp8cEuq94IBw/tYqVa++gtPwIIy//GUMu+RbG+DrX4T/tCioiEvl83fkzN9iBiIgzvHWbOWJT+Sgrv1Xquhu/ybhQ+0Qn1VgX23Y9yaYdPyApsQ/XX7WKLqljgv642hVURCTy+bPzp4hEoORpczny13m049PdR0ttHE+U38JGPxdcLs7Kp+BwCVPmLG9RQh2MvuLNVX9hbHXXVHYOLedExRb69rqdsSP+QFxscqvFEiprHEREJDiC97mriISFpIzpPFI2m7yaVGos5NWk8kj5bJZWj/NrwWVdP/LK6hosn7Y5DLUdSf1RtzDWVXiEkyklrOmXw6nSrWR0/joTRy9u1aRcREQin2bMRYQNyVfxmYJx5437s+AyXDY98seZ957GVV3K3n6nyEs/Q/viOIbs7kZywgbMVcbp8EREJMJoxlxEPHZG8XfB5cGCCqbHrGFwdB657e9nddKjTI9ZE7JtDn1xtiyXnCsOk5d+hl5Hkhm5OZ2ksji1KBQRkaDQjLmInNcZpTn14fd0zOER1yJyeYAoA71MAU8lLKJLdCwwJUiRB8/e3JdZN+IwxgVDd3SnS0HSuevUolBERIJBibmIAC1fcDkv4U0SSisbjCWaSuYlvAk0vTeZkzuPNlZVdZasjf/H/kN/oUu7yxi4por40upz16tFoYiIBIsScxEJiITS436N12nJzqOBTuhPFeaQuXYmxSX7GHbpj7h88HzKerwdMm8aREQksikxFwkBoTRj3Fze+qFfqOyjqZ1Hm3oOWpLQN2ZtDTv2/JINW+eRkNCda69cQfcuk87dV7idCxERCU9KzEUc5i3BXLW3iDnr+4fkJjue1O1MWZ8vZR/eFlJeaIFlcxP6xsrKj/Nxzpc5cuw9Lkq7hc9kPEd8XKrPtxcREQkUJeYiDvOWYHZc8yy5xU8Cn/YEB0I2OT+XDO/OB4zPM//NnWlvbkJf39Hjy1iV/SUqqgoZM+y3DLz4qxijNogiIuIMtUsUcZi3RDKNUw0u1/UED2VJGdOJTRtEr5/vIe27mT7NXCdPm4uJbddgzJeZdm+Juy8dU2pqqtiw9Tv8d+W1xMWlcMPVaxnU//+UlIuIiKM0Yy5Sz+Ks/PNaBt4SkxXU+m9vM8Y1RDE9Zg1Lqz/d+Cece4J7U/dc+vsc15XO1P+0wZeEvrjkAJnZt3OyYA0D+t7HqCt+SWxMUpO3ERERaQ1KzEXc6raUr9u9MreggrcWv8DEhEVEu2oT4pYsMPTGU4IJEGNqeCphEZRzLjn3ZyfOcNKcBZbNSehz815j9Yb7wVomjVlC3163tShuERGRQFJiHoYioYNHKPK0pfxD0W+cS8rrNGeBYVPq7qdwybehxtXgukRTybz4N1laPc7vnTi9+c+rL5Oa9Szd7CmOm84UjP0a133xzhbfrxN8Teirq0vJ3vxN9hz4E11SxjJxzN/okNSvFSIUERHxnRLzMBPIFnGhrrXfgHgqE0k3BR6PDfSW7EkZ0yn868Mer0s3BfQJUFeW/7z6Mv3WPEE7UwkGenCKjmue4D/AhP4dI/INX2HRVjLX3kbR2e1cNvBRhg/5MVFRsU6HJSIich4l5mEmUC3iQl1rvQGpX1MeFQWuhhPmHLGp9PKQnOfVpDBx3qqAtTBcnJXPIFLp0WjBJ0BsajoHvjuhxY8BkJr1bG1SXk87U0l61tOcXl8TUW/4rLV8sv+PrNv8ELGxHZk64T+kd7/W6bBERES8UleWMBOIFnHhoKk3IIFSV1OeW1CB5fykHOAZ1+dxRTes6y61cTxZMeNcC8PFWfkBiePxslsotXENrgv09u/d7PmJP0BHWxL057s1VVQW8lHWF8ja+FW6d7mKm6ZuUlIuIiIhT4l5mGlJi7hw0hpvQDzVlANER4EB+qTGc/Osu+ly2xNEp6RTA+TVpPJI+exzizED0cKwLo6l1eN4pHw2eTWp1FjIpzOdbl0Q0Bnr46az5yu8dAkM9hu+kpylHH18EnkPD+Do45MoyVna4vs8fnIlby8bxqGjb5Ex9GmmTHiXdgndAxCtiIhIcKmUJcw0t0VcuGnupjP+8NZ6sKYGahZOqTdSu8Awas5yrB/305w4llaPO5f0G6AmY4qXWzVPwdiv0bGuxtytzMYRHd+OuMqi844P5hu+QJcr1VgXW3c9webtPyApqS/XX/UxXVJHBzRmERGRYNKMeZhJyphOp1sXEJ2STu3uiukBn1UNBc3ddMYfnloPTo9Zw9oO8xrM4C7OyqfvvFUek3Jv99PSOAJxv55c98U72T/uMfLpfG5Wfv+4x+j+hR8E/fluLJDlSqVlh/lv5jVs2v49+lw0kxunbFBSLiIiYUcz5mGoOT2fw01zN53xx4IZ/Rv0LZ8es4afJSyiHbWzya7CI5x85THeKp9NbvlYj/cRiBaGjeMI1P16c90X7wR3e8Teja5rza4sgSpXyjv6Nh/nfJlqVxnjM17g4t53aQdPEREJS0rMJWQF+w1IXTeVuq4s3233j3NJeZ1oVwUPRb/Bq5yfmAeqhWHjOHoH6H791dpv+FparuRyVbB+66Ps3PsrUjoOZ9KYJXTsMCjQYYqIiLQaJeZtiKft5ls7+Qs1s8b2OPcc5D3suWe5p17mBjjwZGBaGDaOo61oyXqJM2d3k7l2JgVFGxjc/xuMvPynREcnBDNcERGRoFNi3kZ42m5+zqKdAOclhG11Z1FvM7hHbOp5Y97qv9vqc9cczSlXstay46NvsvHEs0S5YNjRS+nfZ4qSchERiQhKzNsIT60B61r91U/MI2Vn0eZ8OuBpBtcVHc8zVZ9vcJy3+u/WfO4i5dMPf8pnqqrOsmr55zhU8iGdziYwZHc34isrwvL3U0RExJOI7soSjB7J4cpbS7/G462xsU+wNd44yNeNgDx1vOly2xPcPOtu+qTGn+ttvnD2YI9JcGs9d839+cLZqcJ1vLN8BIeKP6RfbgrDt6YRX1k7rxBuv58iIiLeROyMeaTM/AZK79R4cj0k541LMiJhZ1FfPx3wxNMM7izOL/fxpLWeu5b8fOHG2hp27HmGDVsfIyGhByO2pNPp7PllK+H0+ykiIuJNxM6YR8LMbyAtmNGfxLiGp9tTSUYk7Czq66cDgVae2M2v8eZy6udrbWXlx1n+8Y3kbJlLz7SbuGnqRjrHXOzx2HD6/RQREfEmYhPzSJj5DaRZY3uwcPbgC5ZktMbGPsHWmhv21Pdk+QxKbVyDsVIbxyMFNwW0zMSpn681HT3+X95ZNoz8Ex8wZvjvuGrs34mPS42I308RERFvIraUpaU9kiOxu4YvLflaY2OfYGvtDXvqPF+UwcmYKubFv0m6KeCITeXJihksrR7Hv710wGkOp36+1lBTU8XG7d9n2+6f0rHDYKZO/DcpHa84d30k/H6KiIh4E5mJeY2LmorS84Z9nVlr6/Xp4b6zqFMb9vROjWdpwTiWVo8777pA1oCHyoZEgXa2ZD8rs+/gZMEaBvS9n1FXPENsTNJ5x4X776eIiIg3EZmYW1cVtvR0g7GoxBQ63vI9n/5Db6o+XQlBQ6Hats+JDXs8zWTXF8ga8EjbkOhA3qusWX8/AJPGvELfXl90OCIREZHWF5GJOdjzRkx8O5+TatWn+8afTYvagrqf+a4XtuPykJtHUg14oFRXl5K9+ZvsOfAnuqSMZeKYv9EhqZ/TYYmIiDgiQhPz8/mTVPtSnx6JNej+aktt+xrzdv7rfu5IrQEPpMKiLWSuvY2iszu5bOA8hg/5f0RFxTodloiIiGMititLY/60U7tQ54e6GvTa5N2eq0FvaxsYeeqL3tR4pLjQ+fe1A05bZa1l177f8+4Ho6msLOSaif9h5OVPKCkXEZE2L0JnzE3DS362U7tQ5wfVoNeKjsJjyUZ0hL/d8+X8R1oNeKBUVBawev19HDryJundr2d8xku0Swhsn3cREZFwFZGJuYmOdZejNL/MpKnOD6pBr+UpKW9qvDUFc1Fqa5z/UF1U2xLHT64kM/sOysvzyRj6NJcOeAhjIvxdnIiIiB8iMjEnKpq072YG7e5b2iM9UvRJjfdYttLH4UWOi7PyeWvxCyyJfoP09gUcqUjlmcWfB+4OSHIb7PNft6j22pqPWZL0JumVBRx9pTP/yf0a133xzoA8RmuqsS627vwJm3f8kPZJ/bh+8sd0ThnldFgiIiIhR9NVzaDdB2stmNGfxLiGv0KhsMjxg9cX8eOYl+kVVUCUgV5RBfw45mU+eH1RQO4/2Od//pt7ecy8zK8Tnjv3M/Q0p+iX9UTYrWMoLTvMfzOvYdOO79PnopncMGW9knIREREvHEvMjTHRxpgNxpi33Zf7GWOyjDF7jDGvGGPi3OPx7st73Nf3dSrmOkkZ0+l06wKiU9IBQ3RKOp1uXdCm6sshdBc53lf9KommssFYoqnkvupXA3L/wT7/I858yJ2xHxLVcKkE7ajkzHtPB+QxWsOho//k7WXDOFWYzfiMF5k46i/ExSY7HZaIiEjIcrKU5UFgB1D3P/VPgWestUuMMX8A7gV+7/630Fo7wBgz033cbU4EXF+47j4Y6DaPobjIMT2qwK/x5gjm+Z/f7h9e3zGHwzoGayvJ3vQgO/f+mpSOw5k0ZgkdOwxyOiwREZGQ58iMuTGmF3Aj8Gf3ZQNMAV53H/IScIv7++nuy7ivn+o+XvzUVto8ViZ292s81HTH+xuIUF/HUHR2F8fOPMDOvb9mcP8HmTZ5jZJyERERHzlVyvJL4BGgrn9HZ+C0tbbafTkP6On+vidwCMB9fZH7ePFTU23+IknaLY/iim64ANUVHU/aLY86FJF/Yrwm3yZk1zFYa9mb+yLvLs/AVXOcqz/zT0YP+yXR0drtVERExFfG2vO3rw/qAxpzE3CDtfb/jDGTgbnAl4E11toB7mMuAt6z1l5ujNkKXG+tzXNftxcYa6092eh+5wBzALp27Zrx6quBqScONTV2X6ClAAAgAElEQVSlRbiK8sFVBdGxRHfsQVRiR59uW5W31et1sb0uD1SILVZcXEz79u1bdB8teZ6cVlNahKvwMNiGfSejklLdde2hpcaWUFjyDKWVy4iPGUaCeYjkDn2cDkuaIRCvPXGOzl/40rkLb1dffXWOtTYgnQ2cqDGfANxsjLkBSKC2xvxXQCdjTIx7VrwXcNh9/GHgIiDPGBMDdARONb5Ta+1CYCHAoEGD7OTJk4P9c7S6kpylnP7X/Aaz3ia2nc8LD48+/j2Pbf6IioYNNQGpOQ+EFStWEInnzx+BXgsQLCcLslmZfR9llfsZdun/4/LB3+GjDzPb/PkLV3rthTedv/Clcyd1Wj0xt9Y+BjwGUDdjbq2dZYx5DfgCsAS4C6grfH7LfXm1+/rltrWn+UNES3ccTZ42l9OvzT/vPqhxAZyrOQdCMglsS0J9cbG1NWz/5Bds2PYY7RLSuO7KD+nWZaLTYYmIiIS1UOpj/ijwLWPMHmpryJ9zjz8HdHaPfwuY51B8jmvpjpON2/wRFX3eMZFYcx4Mi7Py6TtvFVFzltN33ioWZ+U7HVKrKSs/xvKPb2T91m/TK+1z3DR1o5JyERGRAHB0509r7Qpghfv7fcAYD8eUA7e2amAhKhA7Ttafic17eIDHY0KlJV9LtqUPZilI3c6cpZW1NeC5BRXMWbQTIORaRwbakWPvs2rdbCqrTjNm+O8Y2O8rqEmSiIhIYITSjLlcQKB3nPSW0IdCS7665De3oALLp8mvLzPTwW4LOf/NveeS8jqllTXMf3NvQO4/FNXUVLF+62MsW/VZ4uNSueHqbAZd/FUl5SIiIgGkxDyMBHrHSW+J/paB97dKmUZT5SAtSX6D3RbyYEGFX+Ph7mzJfv794SS27X6SAX3v44ar15HScajTYYmIiEQcR0tZxH+BXBRYdz/1Sz62DLyfGR/1prSyNskMVplGU+UgPWlZ8tvSWvwL6Z0aT66HOHqnRl7P7gN5r7Bm/RwwhivHvEqfXqoqExERCRbNmLdxSRnTSftuJr1+voe072YyZ33/VinTuNCMuLck15fkN9glOgtm9CcxruFLJzEuigUz+gfk/kNBVXUJq9ffT+bamXRMHsJNUzYqKRcREQkyJebNFKldOXyZqS7JWcrRxyeR9/AAjj4+qVm12xd6nJYkv4GuxW9s1tgeLJw9mD6p8RigT2o8C2cPjpiFn4VFm3n3g1HsOfAclw98jM9e+RHtk/o6HZaIiEjEUylLM0RyV44LlWnULaysq+Fubu/zph+n6tzz2JyuLJ5KdAK9Qc+ssT3C/lw3Zq1l977fs27Lt4iPTeGaie+T1m2q02GJiIi0GUrMm6GpMoxwT9YWzOjf4E0HNJypbukmR/Uf563FL/BQ9BukmwKO2FSecX2em2fcDWWfvslp7vMZ6hv0hJqKygJWr7+PQ0feJL37NMZnvEi7hG5OhyUiItKmKDFvhkjuylGXCH/w+iLuq36V9KgCKhO7kxbzKDA9YAsrb4nJYmLCIqJdtc9ZL1PAU7GL6BIzhGw6tuhnEP8cO5nJyuxZlJfnkzH051w64JsYoyo3ERGR1qbEvBkivSvHLTFZTI5+CVtTOzOeUHrsXLlKIDY5gtqZ97qk/Nx9uCpqWxpO/HEzIxd/1FgXW3cuYPOOH9E+qR/XT/6YzimjnA5LRESkzdK0WDNEeleOpspVkqfNxRXd8A2IKzre74WVwW5pKE0rKc3jv5lT2bTjB/S96HZumLJeSbmIiIjDlJg3Q6R35Wgqaf5H9VgeKZ9NXk0qNRbyalJ5pHw2/6ge69djhPKuo5Hu0JG3eHv5ME4VrmN8xktMHP0X4mKTnQ5LRESkzVMpSzNFYleOOk2Vq8x/cy+55WN5lYaJeJafC1+Tp81t0N0F6rU0PNv82MU7l6ucnK2PsGvvb0jtOIJJY5aQ3GGg02GJiIiIm2bMmyEQfbxD2ZaB91Nm4xqMldk4tgy8P2ALX5MyptPp1gVEp6QDhuiUdDrdukCdVIKk6Owu3lsxjl17f8Pg/g9y/eTVSspFRERCjGbM/RSoPt5OKMlZ6lNv7znr+zO8fDbz4t8818rwyYoZbFzfn96pBGzhq1oaBp+1lr25L7J209eIiW7H1Z/5J73SbnI6LBEREfFAibmfAtXHuyUWZ+X7vfGOP28oDhZUkMs4llaPazBuCipYdO+QJvucS+iorDpD1oavcCDvb3TvMpmJo/9CYrueToclIiIiXqiUxU9OdxOp23U0t6ACy6e7ji7Oym/ydk29oWjM2+x3alJMxC98jRQnC7J5Z/kIcg+/yvAhj3PNpP8qKRcREQlxmjH3U6D6eHviS6lJc3cd9ecNxYIZ/bnnxR1MM6sblLM8XTWDxVkDI3rha7iztobtn/ycDdu+Q2JCOtdd+SHdOk9wOiwRERHxgWbMvViclU/feauImrOcvvNWnZuRTp42FxPbrsGx57qJtEBdqUlt0m/PlZo0Xljqqb4bLrz40p/2hLPG9uCLCVk8lbCIXlEFRBnoFVXAT+IW8cHri3z7gSSoPC1ALis/xvJVN7B+6yNclHYzN07dqKRcREQkjGjG3IO6cpG6mem6chGAWWNrZ7B9WUTpD19q1xdn5WMA6+H29ctPPNWg3+KhPWEZcewfeD+eUvYH+DuJprLBWKKp5L7qV4FvN/OnlEDwtF5g378fZMehIqopZ+zw33NJv//FGONwpCIiIuKPiEzMXTWWvvNW+bU4sr4LlYsEo5uIL6Um89/c6zEpN3Bu8aXXNxWzx9J15CN0XPMsaZw612nlvQ8uosPqDykocTV4rtKjCjzG421cWk/9N3E1xrK/dwEHexWRVJrItTdmk9LxcocjFBERkeaIyMS8otqS5y7taDjb7VtyHqhe3f7wpXbd2+NbPv3ZmnpTAf3JLX7yvFufKnEBDZ+rsYndSSg9dt5jVSZ29/EnkmCpe7NWFl/FtkHHOduhgvT8DgzY34WUO5SUi4iIhKs2UWP+aWLqG29dSZrTq9tXvtSue3v8PvXGm3pT4csbi7rnKu2WR3FFN3w8V3Q8abc8esH7kOCKTknjWJdisofnUdauist2dmPQ3q7EdVTXFRERkXDWJhJz8G+2e8GM/iTGNXxqgt2r25edMH2Jq6k3Fb6+sThYUEFSxnS63PZEg3i63PaENgRyWFV1CZ+Mjmf7oOMklcYxamNPup1qH5AFyCIiIuKsiCxl8cSf2e76ZSGe6tSbs8GPLy5Uu36huKA2eW9qA6DG13lS91xpZ87QUli0mY/W3saZkl0MSv4CPbcfwVYcC9gCZBEREXFWm0jMmzPb7a1Xd9MdW4Lf2/tCPcR9Sd7rrktNiuFMeTVVrk9vr108Q4+1lt37fse6LQ8TH5vCNRPfJ63bVLjG6chEREQkkCIyMY+PMfRJjQ/4jDY0f4Of1tRU8t74upbO/vuyKZI0X0VlAR/n3EPe0aX07H4D40e9SEJ8V6fDEhERkSCIyMQ8Osqw58ngbKziRMeWYGrJLp6e+mmffm0+gJLzADh2MpOV2XdQXn6MjKG/4NIBD2JMm1kWIiIi0uZE9P/y3nbvbAknOraEqqY2RZLmq7EuNu34Ee9/NJnoqASun7yaIZc8pKRcREQkwkXs//R1teC5BRVYPq0Fb2ly7kTHllDly6ZI4p+S0jzez5zC5h0/pF/vWdw4ZT2dUzKcDktERERaQcQm5k1vtNN8s8b2YOHswfRJjcdQ20N84ezB55WDBGO2PtSUJ3bza1yadujIUt5ePoyCwhzGZ7zEhFEvExvbwemwREREpJVEZI05BLcW/EJ12U53bmktT5bP4BH7PImm8txYqY3jqfIZ/NnBuMKNy1VOzpZvs2vfs6R2HMGkMUtI7jDQ6bBERESklUXsjLm3mu/UpJa/F7nQbHiwZutDzfNFGTxSPpu8mlRqLOTVpPJI+WyeL1Lpha+Kzu7kvRXj2LXvWQYP+CbXT16tpFxERKSNitgZ8wUz+nPPizuodNkG42fKq1mcld/smWtPs+F3v7idB5fspqCkmt6p8eQ63LmltVoY9k6NZ2nBOJZWj2sw3qcNLoT1l7WWvbkvsHbT14mJTuTqz7xNr7QbnQ5LREREHBSxM+azxvagQ8L5P16VixbNXHuaDa9ywamS6nOLTI2X27ZG55a6FoauwiOAPdfCsCRnacAfSwthm6eyqoiV2Xewev29dEkdy01TNykpFxERkchNzAEKSlwex1syc+3LbS2cl5z7krAGYsFoa7Yw9HUhrHzqZMFa3lk2gtzDrzF8yONcM/F9EtulOx2WiIiIhICILWUBvJaVtGTmuqlSlfos+LX7aKAWjLZ2C8OWbFDUllhbw/ZPnmbDtvkkJqRz3ZUf0a3zeKfDEhERkRAS0Yn5ghn9GyS70PJSC0/36Umf1HgO+LH7aFMLRv1JfKNT0txlLOePizPKyo+xat2dHD3+H3qn/w/jRv6J+LgUp8MSERGREBPRpSzBKLVofJ+dk6KJi25YuNKc5D9Q7R2Tp83FxLZrMGZi25E8ba5f9yOBceTYf3h72RUcP/kRY4f/gSvHvqakXERERDyK6BlzCE6pReP7XJyVz/w39zYoW7klJoujj/veGSVQZTd1j9EaXVnEO1dNJRu3fZftn/yMjsmXcc3EZaR0vNzpsERERCSERXxi3hoaJ+p1nVHqFmHWdUYBvCbIgSy7ScqYrkTcQWdL9pG59nZOFa7lkn7/y6ihvyAmJtHpsERERCTERXQpi1Oa0xlFHU4iw/5DS3hn2QjOFO/iyrGvMW7EH5SUi4iIiE80Yx4Eze2Mog4n4auquoTsTd9gb+7zdE0dz8Qxf6V9Yh+nwxIREZEwosQ8CNQZpW0pOL2JzOyZnDm7i8sHzWfYpT8kKkovLREREfGPSlmCQJ1R2gZrLTv3Pst7K8ZSVVXENRP/y4jLHldSLiIiIs2iDCII1Bkl8lVUnOLj9feSd3QpPbvfwPhRL5IQ39XpsERERCSMKTEPEnVGiVzHTn7EyuxZlJcfI2PoL7h0wDcxxlz4hiIiIiJNUGIu4qMa62LLzsfZsuP/0T7pYq6fvJrOKRlOhyUiIiIRQom5iA9KSg+xct2XOH7yIy7uPZsxw35LbGwHp8MSERGRCKLEXOQCDh1Zysfr76HGVcGEUS9zce/ZTockIiIiEUiJuYgXLlc5OVu+za59z5LaaSSTxiwhuf0lToclIiIiEUqJubRISc7SiOw+U3R2J5lrZ1JYtIlLBzzEiMueIDo63umwREREJIIpMZdmK8lZyunX5mOrygBwFR7h9GvzAcI2ObfWsjf3BdZu+jox0YlMGf8OPXvc4HRYIiIi0gYoMW+GSJ0l9teZ954+l5TXsVVlnHnv6bB8Piqrisja8BUO5C2hR9cpTBi1iMR26U6HJSIiIm2EEnM/ReIscXO5Co/6NR7KThasJXPtTErKDjJ8yAIuG/QoUSba6bBERESkDYlyOoBw09QscVsTnZLm13gosraGbbuf4l8fTsBaF9dd+RFDB39HSbmIiIi0OiXmfoqkWeKWSp42FxPbrsGYiW1H8rS5DkXkn7LyYyxbNY31Wx/lorTp3Dh1I906j3c6LBEREWmjVMrip+iUNFyFRzyOtzV1pTvhWG9/5Nh/WLVuNlVVZxg74o9c0vd+jDFOhyUiIiJtmBJzPyVPm9ugxhzCa5Y40JIypodFIl7HVVPJxm3fZfsnP6Nj8mVcM3EZKR0vdzosERERESXm/grnWeK27mzJPjLX3s6pwrVc0u9/GTX0F8TEJDodloiIiAigxLxZwm2WWGD/oSVkbfhfjIniyrGv06fn/zgdkoiIiEgDSswlolVVl5C96RvszX2erqnjmTjmr7RP7ON0WCIiIiLnUWIuEavg9CYys2dy5uwuLh80n2GX/pCoKP3Ki4iISGhSlhIA2gk0tFhr2bXvt+RsmUt8XCrXTPwvad2mOB2WiIiISJOUmLeQdgINLRUVp/h4/b3kHV1Kz+43MH7UiyTEd3U6LBEREZEL0gZDLaSdQEPHsZMf8fby4RzJf5dRVzzD1ePfVlIuIiIiYUMz5i3U1ncCDYUynpqaarbsfJwtO39M+/b9uX7yGjqnjGzVGERERERaSol5C7XlnUBDoYynpPQQK7NncfxUJhf3vpMxw54lNrZDqzy2iIiISCCplKWFkqfNxcS2azDWVnYCdbqM59CRpby9fDgFRRuYMGoRE0a9pKRcREREwpZmzFuoLe8E6lQZj8tVTs6Wb7Nr37OkdhrJpDFLSG5/SVAfU0RERCTYlJgHQFvdCdSJMp6iMzvIzJ5JYdFmLh3wLUZc9hOio+OD9ngiIiIirUWlLNJsrVnGY61lz4HneeeDUZSWHWHK+HcYdcXPlZSLiIhIxNCMuTRba5XxVFYVkbXhKxzIW0KPrlOYMGoRie3SA/oYIiIiIk5TYi4tEuwynpMFa8lcO5OSsoMMH7KAywY9SpSJDtrjiYiIiDil1UtZjDEXGWM+MMZsN8ZsM8Y86B5PNca8b4z5xP1vinvcGGN+bYzZY4zZbIxRg+o2wNoatu1+in99OAFLDddd+RFDB39HSbmIiIhELCdqzKuBh621Q4BxwAPGmCHAPGCZtfYSYJn7MsA04BL31xzg960fsrQmV00By1ZNY/3WR7ko/RZumrKRbp3HOx2WiIiISFC1eimLtfYocNT9/VljzA6gJzAdmOw+7CVgBfCoe/xla60F1hhjOhlj0tz3IxHmyLH/kF90H8aUMXbEH7mk7/0YY5wOS0RERCToHK0xN8b0BUYAWUD3esl2PtDd/X1P4FC9m+W5xxok5saYOdTOqNO1a1dWrFgRrLAlCKytoqjsOc6Wv0KU6U3X9j/nSG4/juR+6HRo4qfi4mK9/sKUzl140/kLXzp3UsexxNwY0x74O/BNa+2Z+rOi1lprjLH+3J+1diGwEGDQoEF28uTJAYxWgulsyT4y197O2fK1DOz3FUpO38KUqz/rdFjSTCtWrECvv/CkcxfedP7Cl86d1HGkj7kxJpbapHyxtfYN9/AxY0ya+/o04Lh7/DBwUb2b93KPSQTYf+hvvLNsOGeLd3Pl2NcZO+L3RBn1JhcREZG2x4muLAZ4Dthhrf1FvaveAu5yf38XsLTe+J3u7izjgCLVl4e/quoSPs65l5XZd9ApeSg3Tt1In57/43RYIiIiIo5xopRlAjAb2GKM2ege+w7wJPCqMeZeIBf4ovu6d4EbgD1AKXB364YrgVZweiOZa2dypng3Qwd9lysu/QFRUWqpLyIiIm2bE11ZVgLe2mxM9XC8BR4IalDSKqy17Nr3W3K2PEx8XBeunbSMHl2vdjosERERkZCgaUppFRUVp/h4/T3kHX2Lnj1uZHzGCyTEd3U6LBEREZGQocRcgu7YiQ9ZmT2L8soTjLrilwzu/w31JhcRERFpRIm5BE1NTTVbdj7Olp0/pn37/lz/mdV0ThnpdFgiIiIiIUmJuQRFSekhVmbP4vipTC7ufSdjhj1LbGwHp8MSERERCVlKzCXgDh1Zysc5d1Njq5gwahEX9/6S0yGJiIiIhDwl5hIwLlc5OVvmsmvfb0ntlMGkMX8juf0lToclIiIiEhaUmEtAFJ3ZQWb2TAqLNnPpgG8x4vIniI6KczosERERkbChxFxaxFrLntznyd70DWJikpgy/l169pjmdFgiIiIiYUeJuTRbZVURazb8L7l5r9Cj61QmjFpEYrs0p8MSERERCUtKzKVZThRksXLt7ZSUHWT4ZT/hsoGPEGWinQ5LREREJGxFfGJekrOUM+89javwKNEpaSRPm0tSxnSnwwpb1tawbffP2Lj9uyS268lnr8yka+fPOB2WiIiISNiL6MS8JGcpp1+bj60qA8BVeITTr80HUHLeDGXl+axadydHj79Pn563Mm7EQuLiOjkdloiIiEhEiHI6gGA6897T55LyOraqjDPvPe1QROHryLF/8/ayYRw/tZJxIxYyacwrSspFREREAiiiZ8xdhUf9GpfzuWoq2bhtPts/eZpOyZdz7aQP6JQ8xOmwRERERCJORCfm0SlpuAqPeByXCztbvJfM7Ns5VZjNwH5fJeOKnxMT3c7psEREREQiUkSXsiRPm4uJbZhImth2JE+b61BE4WP/ob/xzvIRnC3+hKvG/p2xI36npFxEREQkiCJ6xrxugae6sviuqrqY7E3fYG/uC3TtPIGJoxfTPrGP02GJiIiIRLyITsyhNjlXIu6bgtMbyVw7kzPFuxk6+HtcMfj7REVF/K+IiIiISEhQ1iVYa9m59zes3/pt4uO6cO2kZfToerXTYYmIiIi0KUrM27jyipOszrmHvPx/0rPHTYzPeIGE+C5OhyUiIiLS5igxb8OOnfiQldmzKK88wagrfsXg/l/HGON0WCIiIiJtkhLzNqimppotO3/Mlp2P0759f6aNX0NqpxFOhyUiIiLSpikxb2NKSg+xMvsOjp9aycW972LM8GeJjWnvdFgiIiIibZ4S8zbk4JF/sDrnHmpsFRNG/YWLe89yOiQRERERcVNi3gZUu8rI2TKX3ft+R+dOo5g45m8ktx/gdFgiIiIiUo8S8whXdGYHH629jdNntjDkkocZftlPiI6KczosEREREWlEiXmEstay58BzZG/+BjEx7Zky/l169pjmdFgiIiIi4oUS8whUWVXEmvVzyD38Kj26XcOEjJdJbJfmdFgiIiIi0gQl5hHmRMEaMtfeTmnZIUZc9gSXDXwEY6KcDktERERELkCJeYSwtoZtu59i4/bvkdiuF5+9aiVdU8c5HZaIiIiI+EiJeQQoK89n5brZ5B//L316fpFxI/5IXFwnp8MSERERET8oMQ9zh/P/xaqcO6muLmbciD8xoO+9GGOcDktERERE/KTEPEy5airZuO07bP/k53RKHsqkSUvolDzE6bBEREREpJmUmIehM8V7WLn2dk6dXsfAi/+PjKFPExPdzumwRERERKQFlJiHmf2H/krWhq9gTDRXjX2D3j1nOB2SiIiIiASAEvMwUVVdzNqNX2PfwZfo2nkCk0b/laTE3k6HJSIiIiIBosQ8DBSc3kDm2pmcKf6EKwZ/n6GDv0dUlE6diIiISCRRdhfCrLXs3Ptr1m99hIS4rlw7aTk9uk52OiwRERERCQIl5iGqvOIkq3PuIS//n/Tq8Tk+k/E8CfFdnA5LRERERIJEiXkIyj+xgpXZs6ioPMmoK37F4P5fV29yERERkQinxDyE1NRUs3nn/2PLzsdJbn8JU8a/TWqnEU6HJSIiIiKtQIl5iCgpPUhm9h2cOLWK/r2/zOjhvyE2pr3TYYmIiIhIK1FiHgIOHn6D1evvxVoXE0cvpt9FdzgdkoiIiIi0MiXmDqp2lZGz+WF27/89nTuNYtKYJXRo39/psERERETEAUrMHXL6zHYy187k9JktDLlkLsMvW0B0VJzTYYmIiIiIQ5SYtzJrLXsO/JnszQ8SE9OeKePfo2eP650OS0REREQcpsS8FVVWnmbNhjnkHn6NHt2uYeKoRbRL6OF0WCIiIiISApSYt5ITp1aTmX07pWWHGXHZk1w28NsYE+V0WCIiIiISIpSYB5m1NWzd/VM2bf8eie0u4rNXZdI1dZzTYYmIiIhIiFFiHkSlZUdZtW42+SeW0afXbYwb8UfiYjs6HZaIiIiIhCAl5kFyOP89VuXcRXV1MeNG/pkBfe7BGON0WCIiIiISopSYB5irppINWx9jx55fkNLxCiaNXkLH5EudDktEREREQpwS8wA6U7yHzLUzKTidw6CLHyBj6NNERyc4HZaIiIiIhAEl5gGy7+BfyNr4VaJMLFeNfYPePWc4HZKIiIiIhBEl5i1UVV3M2o0PsO/gy3TrPJGJoxeTlNjb6bBEREREJMwoMW+BU4XrycyeSXHxXq4Y/H2GDv4eUVF6SkVERETEf8oim8Fay869v2b91kdIiOvKtZOW073rVU6HJSIiIiJhTIm5n8orTvBxzt0czn+HXj0+x/iMF4iP7+x0WCIiIiIS5pSY+yH/xAeszJ5FReUpRg/7NYMu/pp6k4uIiIhIQCgx90FNTTWbd/yILbsWkNx+IFPGv0tqp+FOhyUiIiIiEUSJ+QUUl+aycu0dnCj4mP597mb0sN8QG5PkdFgiIiIiEmGUmDfh4OE3WL3+Xqx1MXH0X+l30e1OhyQiIiIiEUqJuQfVrjJyNn+L3fv/QOeU0Uwa/Tc6tO/vdFgiIiIiEsGUmDdy+sw2MtfO5PSZrQy55NsMv+xxoqPinA5LRERERCKcEnM3ay2fHPgT6zZ/k9iYDkyd8C/Su3/W6bBEREREpI1QYg5UVp5m9Yb7OXj4ddK6XcuEUS/TLqGH02GJiIiISBvS5hPzE6dWk5l9O6Vlhxl5+U8ZcslcjIlyOiwRERERaWPabGJeY11s2/VTNu34PkntevPZq1bSNXWs02GJiIiISBvVJhPz0rIjrFo3m/wTy+nT6zbGjfgjcbEdnQ5LRERERNqwNpeYH85/l1Xr7qLaVcK4kX9mQJ97MMY4HZaIiIiItHFtJjF3uSrYsO0xdux5hpSOVzBp9BI6Jl/qdFgiIiIiIkAbSczPFH9C5tqZFJxez6CLHyBj6NNERyc4HZaIiIiIyDlh037EGHO9MWaXMWaPMWaer7fbd3AR7ywfSXHJfq4a9yZjhj+rpFxEREREQk5YzJgbY6KB3wLXAnlAtjHmLWvtdm+3qao6y9pND7Dv4CK6dZ7ExNGLSUq8qLVCFhERERHxS1gk5sAYYI+1dh+AMWYJMB3wmJhbW847H2RQXLyXKwb/gKGDv0tUVLj8qCIiIiLSFoVLttoTOFTvch7gtel4Vc1BXNU9uXbScrp3vSrowYmIiIiItFS4JOYXZIyZA8xxX6z4wo2Ht8JkByOSFugCnHQ6CGk2nb/wpXMX3mr/8QMAAAh4SURBVHT+wpfOXXgbFKg7CpfE/DBQv0C8l3vsHGvtQmAhgDFmnbV2VOuFJ4Gk8xfedP7Cl85deNP5C186d+HNGLMuUPcVLl1ZsoFLjDH9jDFxwEzgLYdjEhEREREJmLCYMbfWVhtjvgb8G4gGnrfWbnM4LBERERGRgAmLxBzAWvsu8K6Phy8MZiwSdDp/4U3nL3zp3IU3nb/wpXMX3gJ2/oy1NlD3JSIiIiIizRQuNeYiIiIiIhEt4hJzY8z1xphdxpg9xph5TscjDRljLjLGfGCM2W6M2WaMedA9nmqMed8Y84n73xT3uDHG/Np9PjcbY0Y6+xMI1O7Ga4zZYIx52325nzEmy32eXnEv0sYYE+++vMd9fV8n4xYwxnQyxrxujNlpjNlhjPmMXn/hwRjzkPvv5lZjzN+MMQl67YUuY8zzxpjjxpit9cb8fq0ZY+5yH/+JMeYuJ36WtsjL+fuZ+2/nZmPMm8aYTvWue8x9/nYZYz5bb9yvvDSiEnNjTDTwW2AaMAS43RgzxNmopJFq4GFr7RBgHPCA+xzNA5ZZay8BlrkvQ+25vMT9NQf4feuHLB48COyod/mnwDPW2gFAIXCve/xeoNA9/oz7OHHWr4B/WWsHA8OoPY96/YU4Y0xP4BvAKGvt5dQ2QpiJXnuh7EXg+kZjfr3WjDGpwA+o3VRxDPCDumRegu5Fzj9/7wOXW2uvAHYDjwG485iZwGXu2/zOPYHld14aUYk5tb+0e6y1+6y1lcASYLrDMUk91tqj1tr17u/PUpsU9KT2PL3kPuwl4Bb399OBl22tNUAnY0xaK4ct9RhjegE3An92XzbAFOB19yGNz1/deX0dmOo+XhxgjOkIXAk8B2CtrbTWnkavv3ARA7QzxsQAicBR9NoLWdbaj4CCRsP+vtY+C7xvrS2w1hZSmxg2ThYlCDydP2vtf6y11e6La6jdVwdqz98Sa22FtXY/sIfanNTvvDTSEvOewKF6l/PcYxKC3B+tjgCygO7W2qPuq/KB7u7vdU5Dzy+BR4Aa9+XOwOl6f6zqn6Nz5899fZH7eHFGP+AE8IK7FOnPxpgk9PoLedbaw8DTwEFqE/IiIAe99sKNv681vQZD1z3Ae+7vA3b+Ii0xlzBhjGkP/B34prX2TP3rbG2rILULCkHGmJuA49baHKdjkWaJAUYCv7fWjgBK+PSjdECvv1DlLl+YTu2bq3QgCc2chjW91sKXMWY+taW5iwN935GWmB8GLqp3uZd7TEKIMSaW2qR8sbX2DffwsbqPyN3/HneP65yGlgnAzcaYA9R+JDeF2prlTu6P16HhOTp3/tzXdwROtWbA0kAekGetzXJffp3aRF2vv9B3DbDfWnvCWlsFvEHt61GvvfDi72tNr8EQY4z5MnATMMt+2nM8YOcv0hLzbOAS9yr1OGoL8d9yOCapx13j+Byww1r7i3pXvQXUrTa/C1hab/xO94r1cUBRvY8BpZVZax+z1vay1val9vW13Fo7C/gA+IL7sMbnr+68fsF9vGaIHGKtzQcOGWMGuYemAtvR6y8cHATGGWMS3X9H686dXnvhxd/X2r+B64wxKe5PTa5zj4kDjDHXU1vKebO1trTeVW8BM93dkPpRu4h3Lc3JS621EfUF3EDtStm9wHyn49HXeednIrUf3W0GNrq/bqC29nEZ8AnwXyDVfbyhdkXzXmALtR0JHP859GUBJgNvu7+/2P1HaA/wGhDvHk9wX97jvv5ip+Nu61/AcGCd+zX4DyBFr7/w+AJ+BOwEtgKLgHi99kL3C/gbtesBqqj9tOre5rzWqK1l3uP+utvpn6utfHk5f3uorRmvy1/+UO/4+e7ztwuYVm/cr7xUO3+KiIiIiISASCtlEREREREJS0rMRURERERCgBJzEREREZEQoMRcRERERCQEKDEXEREREQkBSsxFRKQBY8wPjTFzPYzfYowZ0oz762uMuaPe5S8bY55taZwiIpFGibmISBiqt9tja7oF8JiYXyCevsAdTVwvIiIoMRcRCTnGmO8ZY3YZY1YaY/5WN3ttjFlhjPmlMWYd8KAxZqoxZoMxZosx5nljTLz7uAPGmC7u70cZY1a4v/+h+7gVxph9xphv1HvM+caY3caYlcAgDzGNB24GfmaM2WiM6e8hnheNMV+od5ti97dPApPct3vIPZZujPmXMeYTY8xTAX4KRUTCkhMzLiIi4oUxZjTwP8AwIBZYD+TUOyTOWjvKGJNA7e6BU621u40xLwNfBX55gYcYDFwNdAB2GWN+D1xB7VbRw6n9f6HxY2Kt/dgY8xa1u72+7o71XDzuyy96ecx5wFxr7U3u477sfqwRQIU7jt9Yaw9dIHYRkYimGXMRkdAyAVhqrS231p4F/tno+lfc/w4C9ltrd7svvwRc6cP9v2OtrbDWngSOA92BScCb1tpSa+0Z4C0/4n3lwod4tMxaW2StLQe2A32aeT8iIhFDibmISHgp8eGYaj79+57Q6LqKet+7aPknp/XjOfe4xpgoIK6J2wU6DhGRsKfEXEQktKwCPmeMSTDGtAdu8nLcLqCvMWaA+/Js4EP39weADPf3/+PDY34E3GKMaWeM6QB8zstxZ6ktgfGm/uPeTG0pji+3ExERlJiLiIQUa202taUkm4H3gC1AkYfjyoG7gdeMMVuAGuAP7qt/BPzKvSjT5cNjrqe2JGWT+zGzvRy6BPi2e8Fpfw/X/wm4yhizCfgMn86mbwZcxphN9RZ/iohII8b+//bu2ARAKIai6E8n4pwOZeeO9rHQwg186DkTpLyEQLrfngGAh6pauvuoqnlc2+z1jmcAPsxNH0Ce7X7kM40xdlEO8A825gAAEMCNOQAABBDmAAAQQJgDAEAAYQ4AAAGEOQAABBDmAAAQ4AQmv29APAjv+gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 9))\n",
    "plt.scatter(gt_forces, rl_forces, color=\"#0065bd\", label='RL')\n",
    "plt.scatter(gt_forces, dp_forces, color=\"#e37222\", label='DP')\n",
    "plt.plot([x * 100 for x in range(15)], [x * 100 for x in range(15)], color=\"#a2ad00\", label='Same forces as original')\n",
    "plt.xlabel('ground truth'); plt.ylabel('reconstruction')\n",
    "plt.xlim(0, 1200); plt.ylim(0, 1200); plt.grid(); plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ema5wsX25gS6"
   },
   "source": [
    "The graph shows that the orange dots of the DP training run are in general closer to the diagonal - i.e., this network learned to generate forces that are closer to the ground truth values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7JqW7Cca6HUJ"
   },
   "source": [
    "The following plot displays the performance of all reinforcement learning, differentiable physics and ground truth with respect to individual samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 605
    },
    "id": "0vqJmQ3FDnKA",
    "outputId": "938b703a-2af2-4d40-ea64-9d8a6800033e"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 921.6x691.2 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "w=0.25; plot_count=20   # How many scenes to show\n",
    "plt.figure(figsize=(12.8, 9.6))\n",
    "plt.bar( [i - w for i in range(plot_count)], rl_forces[:plot_count], color=\"#0065bd\", width=w, align='center', label='RL' )\n",
    "plt.bar( [i     for i in range(plot_count)], dp_forces[:plot_count], color=\"#e37222\", width=w, align='center', label='DP' )\n",
    "plt.bar( [i + w for i in range(plot_count)], gt_forces[:plot_count], color=\"#a2ad00\", width=w, align='center', label='GT' )\n",
    "plt.xlabel('Scenes'); plt.xticks(range(plot_count))\n",
    "plt.ylabel('Forces'); plt.legend(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DGBlUpQ271Ww"
   },
   "source": [
    "## Training progress comparison\n",
    "\n",
    "Although the quality of the control in terms of force magnitudes is the primary goal of the setup above, there are interesting differences in terms of how both methods behave at training time. The main difference of the physics-unaware RL training and the DP approach with its tightly coupled solver is that the latter results in a significantly faster convergence. I.e., the gradients provided by the numerical solver give a much better learning signal than the undirected exploration of the RL process. The behavior of the RL training, on the other hand, can in part be ascribed to the on-policy nature of training data collection and to the \"brute-force\" exploration of the reinforcement learning technique.\n",
    "\n",
    "The next cell visualizes the training progress of both methods with respect to wall time.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 371
    },
    "id": "JCQBzhNub16h",
    "outputId": "58f375b7-a636-4358-85c3-46b38f71b04e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f4cbc595c50>"
      ]
     },
     "execution_count": 22,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def get_dp_val_set_forces(experiment_path):\n",
    "    path = os.path.join(experiment_path, 'val_forces.csv')\n",
    "    table = pd.read_csv(path)\n",
    "    return list(table['time']), list(table['epoch']), list(table['forces'])\n",
    "\n",
    "rl_w_times, rl_step_nums, rl_val_forces = rl_trainer.get_val_set_forces_data()\n",
    "dp_w_times, dp_epochs, dp_val_forces = get_dp_val_set_forces(DP_STORE_PATH) \n",
    "\n",
    "plt.figure(figsize=(12, 5))\n",
    "plt.plot(np.array(rl_w_times) / 3600, rl_val_forces, color=\"#0065bd\", label='RL')\n",
    "plt.plot(np.array(dp_w_times) / 3600, dp_val_forces, color=\"#e37222\", label='DP')\n",
    "plt.xlabel('Wall time (hours)'); plt.ylabel('Forces')\n",
    "plt.ylim(0, 1500); plt.grid(); plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cesgie63S-qL"
   },
   "source": [
    "\n",
    "To conclude, the PPO reinforcement learning exerts higher forces in comparison to the differentiable physics approach. Hence, PPO yields a learned solution with slightly inferior quality. Additionally, the time needed for convergence is significantly higher in the RL case (both in terms of wall time and training iterations). \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ih2a2rackAPs"
   },
   "source": [
    "## Next steps\n",
    "\n",
    "- See how different values for hyperparameters, such as learning rate, influence the training process\n",
    "\n",
    "- Work with fields of different resolution and see how the two approaches then compare to each other. Larger resolutions make the physical dynamics more complex, and hence harder to control\n",
    "\n",
    "- Use trained models in settings with different environment parameters (e.g. viscosity, dt) and test how well they generalize \n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "name": "reinflearn-code.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}